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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2025.1668438</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Characteristics of CD103<sup>+</sup>CD8<sup>+</sup> T cells in the spleen of <italic>Plasmodium yoelii</italic> NSM-infected mice</article-title>
</title-group>
<contrib-group>
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<name><surname>Pan</surname><given-names>Xingfei</given-names></name>
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<name><surname>Shi</surname><given-names>Feihu</given-names></name>
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<name><surname>Tang</surname><given-names>Shanni</given-names></name>
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<contrib contrib-type="author">
<name><surname>Liu</surname><given-names>Meilin</given-names></name>
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<name><surname>Pan</surname><given-names>Li</given-names></name>
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<name><surname>Liang</surname><given-names>Guikuan</given-names></name>
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<name><surname>Li</surname><given-names>Lu</given-names></name>
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<contrib contrib-type="author">
<name><surname>Xie</surname><given-names>Hongyan</given-names></name>
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<name><surname>Zhao</surname><given-names>Shan</given-names></name>
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<name><surname>Huang</surname><given-names>Jun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<aff id="aff1"><label>1</label><institution>Department of Infectious Diseases, Key Laboratory for Major Obstetric Diseases of Guangdong Province, The Third Affiliated Hospital of Guangzhou Medical University</institution>, <city>Guangzhou</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Key Lab of Immunology, Sino-French Hoffmann Institute, Guangzhou Medical University</institution>, <city>Guangzhou</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Laboratory Medicine, The Sixth Affiliated Hospital of Guangzhou Medical University, Qingyuan People&#x2019;s Hospital</institution>, <city>Qingyuan</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff4"><label>4</label><institution>Guangdong Provincial Key Laboratory of Allergy and Clinical Immunology, The Second Affiliated Hospital of Guangzhou Medical University</institution>, <city>Guangzhou</city>,&#xa0;<country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Xingfei Pan, <email xlink:href="mailto:panxf0125@163.com">panxf0125@163.com</email>; Shan Zhao, <email xlink:href="mailto:zhaoshan@gzhmu.edu.cn">zhaoshan@gzhmu.edu.cn</email>; Jun Huang, <email xlink:href="mailto:hj165@sina.com">hj165@sina.com</email></corresp>
<fn fn-type="other" id="fn003">
<label>&#x2020;</label>
<p>These authors share first authorship</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-12-11">
<day>11</day>
<month>12</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>15</volume>
<elocation-id>1668438</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>22</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Pan, Shi, Tang, Liu, Pan, Liang, Li, Xie, Zhao and Huang.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Pan, Shi, Tang, Liu, Pan, Liang, Li, Xie, Zhao and Huang</copyright-holder>
<license>
<ali:license_ref start_date="2025-12-11">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>CD8<sup>+</sup> T cells play a critical role in controlling <italic>Plasmodium</italic> infection. CD103, an integrin composed of &#x3b1;E and &#x3b2;7 subunits, is widely recognized as a cell surface marker for tissue-resident memory T (TRM) cells and tumor-infiltrating lymphocytes (TILs).</p>
</sec>
<sec>
<title>Methods</title>
<p>In this study, a <italic>Plasmodium</italic> infection model was constructed by intraperitoneally injecting 10<sup>6</sup> infected red blood cells (iRBCs) into C57BL/6 mice. CD45<sup>+</sup> cells in the spleen of na&#xef;ve and infected mice were sorted and subjected to single-cell RNA sequencing (scRNA-seq). The content, activation, and function of CD103<sup>+</sup>CD8<sup>+</sup> T cells were detected using flow cytometry. qPCR and dual-luciferase reporter assays were performed to find the key transcription factor.</p>
</sec>
<sec>
<title>Results</title>
<p>Here, we identified a substantial subset of CD103<sup>+</sup>CD8<sup>+</sup> T cells in the spleen of na&#xef;ve mice, whose proportion and count declined rapidly following <italic>Plasmodium yoelii</italic> NSM infection. Compared to CD103<sup>&#x2212;</sup>CD8<sup>+</sup> T cells, in both na&#xef;ve and infected mice, CD103<sup>+</sup>CD8<sup>+</sup> T cells exhibited higher CD62L expression and lower levels of CD44, CD69, and TIGIT, and they rarely secreted IFN-&#x3b3; or granzyme B upon PMA plus Ionomycin (PI) stimulation. Single-cell RNA sequencing revealed that differentially expressed genes (DEGs) were enriched in pathways related to &#x201c;cytoplasmic translation&#x201d; and &#x201c;ribosome biosynthesis&#x201d;, suggesting that these cells are in a pre-activation preparatory state. Bioinformatics predictions and dual-luciferase reporter assays indicated that the transcription factor <italic>LEF1</italic> may regulate <italic>Itgae</italic> transcription by binding to its promoter sequence.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Collectively, our findings demonstrate that splenic CD103<sup>+</sup>CD8<sup>+</sup> T cells express fewer activation and function-associated molecules, which may contribute to their limited role in the course of <italic>P. yoelii</italic> NSM infection in C57BL/6 mice, and implicates <italic>LEF1</italic> in the regulation of CD103 expression.</p>
</sec>
</abstract>
<kwd-group>
<kwd>CD103</kwd>
<kwd>CD8 T cells</kwd>
<kwd><italic>Plasmodium yoelii</italic></kwd>
<kwd>spleen</kwd>
<kwd><italic>LEF1</italic></kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This research was supported by grants from the National Natural Science Foundation of China (82271798, 82301998), the Natural Science Foundation of Guangdong Province (2024A1515010849), the Guangzhou Science and Technology Project (202002030082), and the Guangdong Medical Scientific Research Foundation (B2023344).</funding-statement>
</funding-group>
<counts>
<fig-count count="5"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="41"/>
<page-count count="0"/>
<word-count count="5976"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Adaptive immunity in infection</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>As members of the adhesion molecule family, integrins have garnered extensive attention in inflammation, cancer, and immunity (<xref ref-type="bibr" rid="B39">Zarbock et&#xa0;al., 2012</xref>). CD103, an integrin composed of &#x3b1;E and &#x3b2;7 subunits, was first identified in the late 1980s for its role in tissue-specific localization of intestinal intraepithelial T cells (<xref ref-type="bibr" rid="B14">Kilshaw and Baker, 1988</xref>). Current research on CD103 primarily focuses on T cells and dendritic cells (DCs), where its expression distinguishes a subset of antigen-presenting cells (APCs) with unique functional properties (<xref ref-type="bibr" rid="B5">del Rio et&#xa0;al., 2010</xref>).</p>
<p>CD103 is widely studied as a marker for tissue-resident memory T (TRM) cells and tumor-infiltrating lymphocytes (TILs). Memory T cells are classified into subpopulations based on surface marker expression and migration patterns (<xref ref-type="bibr" rid="B29">Schenkel et&#xa0;al., 2014b</xref>). TRM cells, characterized by CD69 and CD103 expression, reside at pathogen entry sites and provide rapid first-line defense against infections (<xref ref-type="bibr" rid="B7">Fernandez-Ruiz et&#xa0;al., 2016</xref>). In the tumor microenvironment, CD103 binds epithelial E-cadherin to facilitate cell localization&#x2014;often induced by transforming growth factor &#x3b2; (TGF-&#x3b2;)&#x2014;and contributes to immune synapse formation between cytotoxic T cells and tumor cells (<xref ref-type="bibr" rid="B17">Le Floc&#x2019;h et&#xa0;al., 2007</xref>). The infiltration of CD103<sup>+</sup> T cells correlates with better outcomes in epithelial tumors and triple-negative breast cancer (<xref ref-type="bibr" rid="B22">Park et&#xa0;al., 2020</xref>). CD103 expression on regulatory T cells (Tregs) has also been reported (<xref ref-type="bibr" rid="B40">Zhang et&#xa0;al., 2019</xref>).</p>
<p>T-cell differentiation, whether into effector or memory cells, is regulated by cytokines, metabolites, and transcription factors. For example, homeostatic cytokines IL-7 and IL-15 maintain recirculating memory T cells in secondary lymphoid organs (<xref ref-type="bibr" rid="B31">Surh and Sprent, 2008</xref>). TGF-&#x3b2; directly induces CD103 expression via Smad3 or indirectly by counteracting suppression by T-bet (<xref ref-type="bibr" rid="B16">Laidlaw et&#xa0;al., 2014</xref>), Eomes (<xref ref-type="bibr" rid="B21">Mackay et&#xa0;al., 2015</xref>), and TCF1 (<xref ref-type="bibr" rid="B36">Wu et&#xa0;al., 2020</xref>)&#x2014;factors associated with CD8<sup>+</sup> terminal effector and central memory differentiation (<xref ref-type="bibr" rid="B32">Teixeiro et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B15">Knudson et&#xa0;al., 2017</xref>). In TGF-&#x3b2;-rich tumor microenvironments, Smad complexes trigger <italic>Itgae</italic> transcription, leading to CD103 expression (<xref ref-type="bibr" rid="B23">Robinson et&#xa0;al., 2001</xref>). However, the characteristics and regulatory mechanisms of CD103<sup>+</sup>CD8<sup>+</sup> T cells, particularly in the systemic inflammatory context of malaria, remain poorly understood.</p>
<p>Malaria, caused by <italic>Plasmodium</italic> infection, poses a severe global health threat, with an estimated 247 million cases in 2022 (<xref ref-type="bibr" rid="B33">Venkatesan, 2024</xref>). <italic>Plasmodium</italic> targets red blood cells (RBCs), with the human life cycle divided into an asymptomatic pre-erythrocytic stage and a symptomatic erythrocytic stage marked by anemia and splenomegaly (<xref ref-type="bibr" rid="B2">Ashley et&#xa0;al., 2018</xref>). While malaria vaccines targeting the pre-erythrocytic stage, especially those inducing liver-resident TRM cells, have been explored (<xref ref-type="bibr" rid="B10">Hill, 2006</xref>), the changes in CD103 expression in cells during the erythrocytic stage of <italic>Plasmodium</italic> infection remain unclear.</p>
<p>This study investigates the phenotype and characteristics of CD103<sup>+</sup>CD8<sup>+</sup> T cells in <italic>Plasmodium yoelii</italic>-infected C57BL/6 mice, explores the underlying mechanisms, and identifies upstream regulators of CD103 in CD8<sup>+</sup> T cells. These findings may enhance understanding of integrin CD103 and clarify the regulatory mechanisms governing CD103<sup>+</sup>CD8<sup>+</sup> T cells.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Ethical statement</title>
<p>All animal protocols were approved by the Institutional Animal Care and Use Committee of Guangzhou Medical University (S2024-282) and conducted in accordance with institutional guidelines. Every effort was made to minimize animal suffering.</p>
</sec>
<sec id="s2_2">
<title>Mice</title>
<p>Female C57BL/6 wild-type mice (6&#x2013;8 weeks old) were purchased from Guangdong Zhiyuan Biomedical Technology Co., Ltd. (Guangzhou) and housed under specific pathogen-free conditions at the Animal Center of Guangzhou Medical University.</p>
</sec>
<sec id="s2_3">
<title>Parasites and infection</title>
<p><italic>P. yoelii</italic> NSM was obtained from the Malaria Research and Reference Reagent Resource Center (MR4). To ensure the vitality of <italic>P. yoelii</italic> and the stability of the experimental results, frozen <italic>P. yoelii</italic> was thawed at 37 &#xb0;C and resuscitated, and 100 &#x3bc;L was injected intraperitoneally into na&#xef;ve mice. Tail vein blood smears were prepared daily from days 2 to 5 post-infection and stained with Giemsa (Solarbio, Beijing, China), and parasitemia was quantified. When parasitemia reached 10%&#x2013;20%, mice were euthanized, and infected RBCs (iRBCs) were counted from aseptically collected ocular blood. Blood was diluted to 10<sup>7</sup> iRBCs/mL in sterile Phosphate Buffered Saline (PBS), and 100 &#x3bc;L was injected intraperitoneally into each experimental mouse.</p>
</sec>
<sec id="s2_4">
<title>Reagents and antibodies</title>
<p>Roswell Park Memorial Institute (RPMI) 1640, Dulbecco's Modified Eagle Medium (DMEM), fetal bovine serum (FBS), collagenase IV, penicillin, and streptomycin were purchased from Gibco (Invitrogen, Waltham, MA). DNase I was from Solarbio, and RBC lysis buffer (Cat: C3702, 500 mL) was from Beyotime Biotech, Nantong, Jiangsu Province, China. Ampicillin (Cat: MCR003) was obtained from Dingguo Biotech, Beijing, China. Fluorescein-labeled anti-mouse antibodies were sourced from eBiosciences, San Diego, California, BioLegend, San Diego, CA, and Cell Signaling Technology, Danvers, Massachusetts. A detailed list of antibodies used in this study is provided in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>.</p>
</sec>
<sec id="s2_5">
<title>Histology studies</title>
<p>Mice were euthanized 12&#x2013;16 days post-infection. Livers and spleens from na&#xef;ve and infected mice were fixed in 10% formalin for 48 hours, paraffin-embedded, sectioned, stained with hematoxylin and eosin (H&amp;E), and examined microscopically.</p>
</sec>
<sec id="s2_6">
<title>Isolation of lymphocytes from tissues</title>
<p>Following euthanasia by 2% isoflurane, peripheral blood was collected in Ethylenediaminetetraacetic acid (EDTA)-containing tubes and diluted 1:1 with PBS. Peripheral blood mononuclear cells (PBMCs) were isolated using Mouse Lymphocyte Isolation Solution (Dakewe, Shenzhen, China) via density gradient centrifugation. Livers, spleens, lungs, tibias, and femurs were harvested. Liver cell suspensions were prepared using the Miltenyi Biotec Liver Isolation Kit, Teterow, Germany, and lymphocytes were isolated via density gradient centrifugation. Lung tissue was minced and digested with 2.4 mg/mL collagenase IV and 0.2 mg/mL DNase I at 37&#xb0;C for 30 minutes, followed by grinding and filtration. Splenocytes were obtained by grinding spleens using a sterile syringe plunger and filtering through a 100-&#x3bc;m mesh. Bone marrow (BM) cells were flushed from tibias and femurs with RPMI 1640. RBCs in liver, lung, spleen, and BM cell suspensions were lysed using RBC lysis buffer. Isolated cells were washed twice with Hank's Balanced Salt Solution and resuspended in RPMI 1640 containing 10% FBS for subsequent experiments.</p>
</sec>
<sec id="s2_7">
<title>Isolation of iRBCs</title>
<p>When parasitemia reached 20%, peripheral blood was centrifuged to remove serum, resuspended in an equal volume of na&#xef;ve saline, and subjected to 60%/50% Percoll gradient centrifugation. The iRBC layer was collected, washed to remove Percoll, and resuspended in normal saline, and parasitemia was counted microscopically.</p>
</sec>
<sec id="s2_8">
<title>Flow cytometry analysis</title>
<p>For surface marker detection, single lymphocytes were stained with fluorescence-labeled antibodies against FVD, CD45, CD3, CD19, CD4, CD8, NK1.1, &#x3b3;&#x3b4;T, CD103, CD69, PD-1, CD62L, ICOS, TIGIT, and CD107a at 4&#xb0;C for 30 minutes. Stained cells were analyzed using flow cytometry (FCM), with data processed using the CytExpert 1.1 software (Beckman Coulter, Brea, CA).</p>
<p>For cytokine (granzyme B, perforin, and IFN-&#x3b3;) detection, lymphocytes were stimulated with 20 ng/mL phorbol 12-myristate 13-acetate (PMA; Sigma) and 1 &#x3bc;g/mL ionomycin (Sigma, St Louis, MO) at 37&#xb0;C for 1 hour, followed by the addition of 10 &#x3bc;g/mL brefeldin A (Sigma) to halt cytokine secretion. Cells were stained for surface markers, fixed with 4% paraformaldehyde, permeabilized, and incubated with fluorescence-labeled antibodies for 30 minutes. Stained cells were analyzed using FCM, with data processed using the CytExpert 1.1 software (Beckman Coulter).</p>
<p>For nuclear protein detection, cells were treated with the Invitrogen Foxp3 Transcription Factor Staining Kit and stained with fluorescent antibodies against LEF1, Foxp3, and Ki67 before FCM analysis.</p>
</sec>
<sec id="s2_9">
<title>T-cell proliferation assay</title>
<p>Splenocytes from C57BL/6 mice were resuspended in cold Dulbecco's Phosphate Buffered Saline (DPBS) (0.1% Bovine Serum Albumin (BSA)) at 5 &#xd7; 10<sup>6</sup> cells/mL and incubated with 2.5 &#x3bc;M Carboxyfluorescein Succinimidyl Ester (CFSE) for 5 minutes in the dark with agitation. FBS (1/9 volume) was added to quench the reaction, and cells were washed three times with DPBS. The concentration of labeled splenic lymphocytes was adjusted to 2 &#xd7; 10<sup>6</sup> cells/mL by RPMI 1640 containing 10% heat-inactivated FBS and stimulated by anti-mouse CD3 (1 &#x3bc;g/mL) plus anti-mouse CD28 (1 &#x3bc;g/mL) for 72 hours in a 37&#xb0;C CO<sub>2</sub> incubator. Cells were collected and washed twice with PBS and then stained with anti-mouse CD4-PerCP5.5, anti-mouse CD8-APC-cy7, anti-mouse CD103-APC, and FVD-PB450 for 30 minutes at 4&#xb0;C in the dark. Stained cells were washed twice with PBS and then analyzed using FCM, with data processed using the CytExpert 1.1 software (Beckman Coulter).</p>
</sec>
<sec id="s2_10">
<title>Cell culture</title>
<p>Human embryonic kidney (HEK) 293T cells were cultured in DMEM with 10% heat-inactivated FBS at 37&#xb0;C in a 5% CO<sub>2</sub> incubator.</p>
</sec>
<sec id="s2_11">
<title>Magnetic bead sorting</title>
<p>Lymphocytes were resuspended in sorting buffer and centrifuged, and the supernatant was discarded. Cells were incubated with magnetic bead-conjugated antibodies in sorting buffer at 4&#xb0;C for 30 minutes. Separation columns were pre-rinsed with sorting buffer, and antibody-labeled cells were loaded onto columns, followed by two washes with sorting buffer. Target cells were eluted after removing the magnetic field.</p>
</sec>
<sec id="s2_12">
<title>Quantitative real-time PCR</title>
<p>Cells were lysed with TRIzol (Invitrogen, Waltham, MA) for RNA extraction. Quantitative PCR (qPCR) was performed using a CFX96 System (Bio-Rad, Hercules, CA). Primer sequences are listed in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>. <italic>&#x3b2;-actin</italic> is the housekeeping gene.</p>
</sec>
<sec id="s2_13">
<title>Single-cell RNA sequencing and bioinformatics analysis</title>
<p>Splenocytes from na&#xef;ve and infected mice (three each) were obtained according to the protocol mentioned above. Cells from the same group were pooled and mixed, and CD45<sup>+</sup> cells were sorted using Fluorescence-Activated Cell Sorting (FACS) (Beckman MoFlo). After the viability detection and cell count, the RNA expression profile in each cell was detected using the 10x Genomics Chromium Single Cell 3&#x2019;s platform in Yuanxin Biotechnology Company (Guangzhou, China). The single cell was barcoded and underwent reverse transcription in oil droplets for the preparation of the cDNA library by the Chromium Single Cell 3&#x2032;Library and Gel Bead Kit v3. Libraries were sequenced on eight lanes of Illumina NovaSeq 6000 using 150-bp paired-end reads. All data processing and analysis were performed in YUANXIN Biotechnology Co., Ltd, Guangzhou, China. Single-cell RNA sequencing (scRNA-seq) data are available at NCBI under accession numbers SRR22462456 and SRR22476069. Cell Ranger (version 3.1.0) was used to align reads on the GRCm38 reference genome for mouse and generated unique molecular identifier gene expression profiles for every single cell under a standard sequencing quality threshold (<xref ref-type="bibr" rid="B18">Li et&#xa0;al., 2023</xref>). The cells were initially divided into 18 clusters by auto-annotation and then manually adjusted to 12 clusters according to the shape of the cell group and the classic gene it transcribes. The heatmap of the top 10 genes in different clusters is shown in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;1</bold></xref>, and the numbers of cells detected in each population are listed in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;3</bold></xref> (&lt;0.2% RBC was mixed in the course of cell sorting and formed an independent cluster). Loupe Brower 6 was used to compare the gene transcription in different cell populations.</p>
</sec>
<sec id="s2_14">
<title>Plasmid construction</title>
<p>PGL3-basic plasmids containing the <italic>Itgae</italic> promoter and luciferase, pCDNA3.1(+) plasmids expressing <italic>Lef1</italic>, and empty vectors were constructed by Tsing Ke Bio-Tech (Beijing, China). Plasmid sequences were verified by enzymatic digestion and sequencing. Prof. Ming-Sheng Cai kindly offered the pRL-TK plasmid.</p>
</sec>
<sec id="s2_15">
<title>Plasmid transfection and dual-luciferase reporter assays</title>
<p>HEK 293T cells were seeded in 24-well plates at 1 &#xd7; 10<sup>5</sup> cells/well and cultured for 24 hours. When confluency reached 70%&#x2013;80%, cells were transfected with plasmids using Lipofectamine 3000 (Invitrogen, Cat: L3000015, Waltham, MA) for 48 hours. Cells were lysed, and luciferase activity was measured using the Dual-Luciferase Reporter Assay System.</p>
</sec>
<sec id="s2_16">
<title>Statistical analysis</title>
<p>Comparisons between two groups were performed using unpaired two-tailed Student&#x2019;s <italic>t</italic>-tests. Multiple comparisons were analyzed using one-way analysis of variance (ANOVA) followed by Dunnett&#x2019;s or Tukey&#x2019;s <italic>post-hoc</italic> tests. Non-parametric data were analyzed using the Kruskal&#x2013;Wallis or Mann&#x2013;Whitney U tests with Dunn&#x2019;s <italic>post-hoc</italic> test. A <italic>p</italic>-value &lt; 0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Concentrated expression of CD103 molecules on CD8<sup>+</sup> T cells in different tissues</title>
<p>To investigate the distribution of the integrin CD103 in lymphocytes, splenocytes from na&#xef;ve C57BL/6 mice were analyzed using flow cytometry and single-cell RNA sequencing. Based on the gating strategy (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure S2</bold></xref>), varying degrees of integrin CD103 expression were observed in splenic lymphocytes of na&#xef;ve mice via FACS (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>). While a CD103<sup>+</sup> subset was also detected in &#x3b3;&#x3b4;T cells, CD8<sup>+</sup>CD103<sup>+</sup> T cells were more prominent, accounting for approximately 65.2% of CD8<sup>+</sup> T cells (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1B</bold></xref>). At the same time, splenocytes were isolated from na&#xef;ve mice, and FACS was performed to isolate CD45<sup>+</sup> cells. scRNA-seq was performed to detect the expression of the <italic>Itgae</italic> gene (which encodes CD103) in different cell populations (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1C</bold></xref>). The results indicated that the transcription of the <italic>Itgae</italic> gene was primarily concentrated in the CD8<sup>+</sup> T-cell population (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1C</bold></xref>). This implied that CD8<sup>+</sup> T cells were the dominant subset within the CD103<sup>+</sup> cell population. Additionally, lymphocytes isolated from the peripheral blood, spleen, lung, liver, and bone marrow of na&#xef;ve C57BL/6 mice were analyzed using flow cytometry. CD103<sup>+</sup> cells were gated first, and the expression of CD8a was counted (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1D</bold></xref>). As shown in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1E</bold></xref>, the results showed that approximately 80% of CD103-expressing cells in the spleen of na&#xef;ve mice were CD8<sup>+</sup> T cells, and a similar percentage was found in the lung, which was higher than that in the peripheral blood, liver, and bone marrow. Altogether, these results indicated that the CD103 molecule was mainly expressed on CD8<sup>+</sup> T cells in different tissues from na&#xef;ve mice.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>High expression of integrin CD103 on CD8<sup>+</sup> T cells in different tissues of na&#xef;ve mice. Spleens from na&#xef;ve WT C57BL/6 mice were processed into single-cell suspensions. <bold>(A, B)</bold> Flow cytometry was used to detect and quantify CD103 expression on distinct lymphocyte populations. <bold>(C)</bold> Single-cell RNA sequencing of splenic CD45<sup>+</sup> cells identified 12 annotated cell types. Uniform Manifold Approximation and Projection (UMAP) results showed the location of different cell populations in colors (left) and the density of <italic>Itgae</italic> gene transcription in various cells (right). Each point represents a cell. The log<sub>2</sub> fold change (log<sub>2</sub>FC) corresponding to different staining is a standardized value (0&#x2013;3); gray indicates values below 0. <bold>(D, E)</bold> Lymphocytes isolated from peripheral blood, spleen, lung, liver, and bone marrow of na&#xef;ve mice were analyzed for CD8 expression within CD103<sup>+</sup> cells, with statistical quantification. Data represent two replicate experiments (three to five mice per group), shown as mean &#xb1; SEM. Statistical significance: Student&#x2019;s <italic>t</italic>-test (<italic>ns p</italic> &gt; 0.05, *<italic>p</italic> &lt; 0.05, ****p &lt; 0.0001).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1668438-g001.tif">
<alt-text content-type="machine-generated">Panel A shows histograms of CD103 expression in various cell types: CD8+ T, CD4+ T, B, NK, NKT, and &#x3b3;&#x3b4;T cells. Panel B is a bar graph comparing the percentage of CD103 in these cells, with statistically significant differences. Panel C displays a UMAP plot illustrating the distribution of different immune cell subtypes. Panel D shows histograms of CD8&#x3b1; expression in spleen, blood, lung, liver, and bone marrow. Panel E includes a bar graph comparing the percentage of CD8+ T cells among CD103+ cells across different tissues, with annotations for statistical significance.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_2">
<title><italic>P. yoelii</italic> NSM infection reduces CD103 expression on splenic CD8<sup>+</sup> T cells</title>
<p><italic>P. yoelii</italic> NSM infection could destroy RBC and induce inflammatory changes in the spleen of C57BL/6 mice, especially on 12&#x2013;16 days post-infection (dpi) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure S3</bold></xref>). To explore the change of CD103 expression in CD8<sup>+</sup> T cells in the course of <italic>P. yoelii</italic> NSM infection, splenic lymphocyte suspensions were prepared from both na&#xef;ve and infected mice. RNA was extracted and reverse-transcribed to cDNA, and <italic>Itgae</italic> transcription was detected using qPCR. As shown in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2A</bold></xref>, <italic>Itgae</italic> transcription in the spleens of infected mice was significantly decreased (<italic>p</italic> &lt; 0.05). At the same time, lymphocytes were stained with different fluorescence-labeled antibodies to detect the expression of CD103 on CD45<sup>+</sup> T cells, too. Flow cytometry analysis confirmed a reduction in the percentage of CD103<sup>+</sup> cells within the CD45<sup>+</sup> lymphocyte population in infected mice (<italic>p</italic> &lt; 0.05, <xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2B, C</bold></xref>). Further examination revealed that the proportion of CD103 on CD8<sup>+</sup> T cells continued to decrease from 4 to 16 dpi, and then the percentage increased from 16 to 24 dpi (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2D</bold></xref>). A significant reduction in the rate of CD103-expressing CD8<sup>+</sup> T cells was also observed in the blood, liver, lung, and bone marrow 12&#x2013;16 days after infection (<italic>p</italic> &lt; 0.05, <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure S4A</bold></xref>). Longitudinal analysis of CD103 expression on blood CD8<sup>+</sup> T cells supported this result, too (<italic>p</italic> &lt; 0.05, <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure S4B</bold></xref>). Single-cell RNA sequencing of FACS-sorted splenic CD45<sup>+</sup> cells was used to detect the distribution of <italic>Itgae</italic> in different cell populations. The results showed that <italic>Itgae</italic> transcription was notable in CD8<sup>+</sup> T cells from na&#xef;ve mice. However, The level of IItgae transcription in CD8+ T cells from infected mice was decreased compared to naive mice (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2E</bold></xref>). These results indicated that <italic>P. yoelii</italic> NSM infection could reduce CD103 expression on splenic CD8<sup>+</sup> T cells in mice.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p><italic>Plasmodium yoelii</italic> NSM-infection reduces CD103 expression on splenic CD8<sup>+</sup> T cells. <bold>(A)</bold> qRT-PCR measured CD103 transcriptional levels in splenic lymphocytes from na&#xef;ve <italic>vs</italic>. infected mice. <italic>&#x3b2;-actin</italic> is the housekeeping gene. <bold>(B, C)</bold> Flow cytometry analyzed CD103 expression on CD45<sup>+</sup> lymphocytes in the spleen. <bold>(D)</bold> Dynamic changes in CD103 expression on the splenic CD8<sup>+</sup> cells from <italic>P. yoelii</italic> NSM-infected mice were detected from 0 to 24 dpi, with a 4-day interval. <bold>(E)</bold> Single-cell RNA sequencing on the spleen cells of na&#xef;ve and 12-dpi mice, revealing changes in the transcription intensity of the gene <italic>Itgae</italic> across different cell populations of the spleen before and after infection. The log<sub>2</sub> fold change (log<sub>2</sub>FC) corresponding to different staining is a standardized value. Data from three replicate experiments (three to five mice per group) are shown as mean &#xb1; SEM. Statistical significance: Student&#x2019;s <italic>t</italic>-test (<italic>ns p</italic> &gt; 0.05, *<italic>p</italic> &lt; 0.05, **<italic>p</italic> &lt; 0.01, ***<italic>p</italic> &lt; 0.001). dpi, days post-infection.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1668438-g002.tif">
<alt-text content-type="machine-generated">Graphs and charts illustrate immunological data. Panel A shows a bar graph comparing Itgae expression in naive and infected groups. Panel B displays scatter plots highlighting CD103 expression in naive and infected conditions. Panel C is a bar graph of the percentage of CD103 in lymphocytes for both groups. Panel D presents a line graph of CD103 on CD8+ T cells over time after infection. Panel E is a heatmap comparing cell type changes between naive and infected states, highlighting CD8 T cells.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_3">
<title>Splenic CD103<sup>+</sup>CD8<sup>+</sup> T cells exhibit na&#xef;ve-like properties after <italic>P. yoelii</italic> NSM infection</title>
<p>To characterize the phenotypes of CD103<sup>+</sup>CD8<sup>+</sup> T cells before and after infection, single splenocytes were stained with fluorescent antibodies against surface markers. In na&#xef;ve mice, CD103<sup>&#x2212;</sup>CD8<sup>+</sup> T cells and CD103<sup>+</sup>CD8<sup>+</sup> T cells showed no significant differences in the expression of CD69, ICOS, CD62L, or TIGIT (<italic>p</italic> &gt; 0.05). However, after infection, CD103<sup>&#x2212;</sup>CD8<sup>+</sup> T cells were activated, with upregulated expression of CD69, ICOS, PD-1, and TIGIT (<italic>p</italic> &lt; 0.05). While CD103<sup>+</sup> cells also showed increased CD69 and ICOS expression post-infection, the changes were less pronounced than in CD103<sup>&#x2212;</sup> cells. These results indicate that infection enhances the activation of CD103<sup>&#x2212;</sup>CD8<sup>+</sup> T cells, whereas CD103<sup>+</sup>CD8<sup>+</sup> T cells retain more resting characteristics (<xref ref-type="fig" rid="f3"><bold>Figures&#xa0;3A, B</bold></xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Na&#xef;ve-like properties of CD8<sup>+</sup>CD103<sup>+</sup> T cells. Splenic single-cell suspensions from na&#xef;ve and infected mice were analyzed. <bold>(A, B)</bold> Flow cytometry quantified co-expression of CD103 with activation markers (CD69, ICOS, and CD62L) and inhibitory molecules (PD-1 and TIGIT) on CD8<sup>+</sup> T cells. <bold>(C)</bold> Effector (CD44<sup>+</sup>CD62L<sup>&#x2212;</sup>) <italic>vs</italic>. resting (CD44<sup>&#x2212;</sup>CD62L<sup>+</sup>) subsets within CD103<sup>+</sup>CD8<sup>+</sup><italic>vs</italic>. CD103<sup>&#x2212;</sup>CD8<sup>+</sup> populations. <bold>(D)</bold> CD103/Ki67 co-expression on CD8<sup>+</sup> T cells pre- and post-infection. <bold>(E)</bold> CFSE-labeled na&#xef;ve splenocytes were stimulated with anti-CD3/CD28; 3-day proliferation of CD103<sup>+</sup><italic>vs</italic>. CD103<sup>&#x2212;</sup>CD8<sup>+</sup> T cells was measured. <bold>(F, G)</bold> Co-expression of CD103 with cytokines (IFN-&#x3b3;, CD107a, granzyme B, and perforin) on CD8<sup>+</sup> T cells from both na&#xef;ve and infected mice. Data represent two to three independent experiments (three to five mice per group), shown as mean &#xb1; SEM. Statistical significance: Student&#x2019;s <italic>t</italic>-test (<italic>ns p</italic> &gt; 0.05, *<italic>p</italic> &lt; 0.05, **<italic>p</italic> &lt; 0.01, ***<italic>p</italic> &lt; 0.001, ****<italic>p</italic> &lt; 0.0001).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1668438-g003.tif">
<alt-text content-type="machine-generated">Flow cytometry and bar graphs analyze immune responses. Panels A and F show flow cytometry plots with various markers in na&#xef;ve and infected samples. Panels B, C, D, and G present bar graphs comparing the expression of activation and proliferation markers, indicating significant differences with asterisks. Panel E displays histograms of cell proliferation peaks under different conditions. Each panel highlights specific immune parameters, comparing na&#xef;ve and infected conditions with statistical significance noted.</alt-text>
</graphic></fig>
<p>Moreover, flow cytometry analysis of effector and resting subsets in CD103<sup>+/&#x2212;</sup>CD8<sup>+</sup> T cells post-infection (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3C</bold></xref>) revealed that CD103<sup>&#x2212;</sup>CD8<sup>+</sup> T cells contained a higher proportion of CD44<sup>hi</sup>CD62L<sup>low</sup> effector subsets, while CD103<sup>+</sup>CD8<sup>+</sup> T cells were predominantly in the CD44<sup>low</sup>CD62L<sup>hi</sup> resting subset (<italic>p</italic> &lt; 0.05).</p>
<p>Comparison of cell proliferation capacity by flow cytometry showed a higher percentage of Ki67<sup>+</sup> cells in CD103<sup>&#x2212;</sup>CD8<sup>+</sup> T cells from infected mice (<italic>p</italic> &lt; 0.05), indicating stronger proliferative ability compared to CD103<sup>+</sup>CD8<sup>+</sup> T cells (<italic>p</italic> &lt; 0.05, <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3D</bold></xref>). <italic>In vitro</italic> stimulation of CFSE-stained na&#xef;ve splenocytes with CD3 and CD28 mAbs was performed for 3 days; cells were washed twice and stained with different fluorescent-labeled antibodies for mouse CD4, CD8, CD103, and FVD. FACS results showed that CD103<sup>&#x2212;</sup>CD8<sup>+</sup> T-cell proliferation peaks were concentrated at 4&#xd7; and 3&#xd7;, while those of CD103<sup>+</sup> cells were at 2&#xd7; and 1&#xd7;, suggesting delayed proliferation in CD103<sup>+</sup>CD8<sup>+</sup> T cells (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3E</bold></xref>).</p>
<p>Additionally, flow cytometry detection of function-associated molecules showed increased percentages of CD107a, IFN-&#x3b3;, granzyme B, and perforin-expressing cells in CD8<sup>+</sup> T cells from infected mice (<italic>p</italic> &lt; 0.05). However, most of these cytotoxic molecules were expressed in CD103<sup>&#x2212;</sup>CD8<sup>+</sup> T cells rather than CD103<sup>+</sup>CD8<sup>+</sup> T cells, particularly in infected mice (<xref ref-type="fig" rid="f3"><bold>Figures&#xa0;3F, G</bold></xref>). These results suggested that CD103<sup>&#x2212;</sup>CD8<sup>+</sup> T cells, rather than CD103<sup>+</sup>CD8<sup>+</sup> T cells, contribute to the antimalarial immune response.</p>
</sec>
<sec id="s3_4">
<title>Splenic <italic>Itgae</italic><sup>+</sup>CD8<sup>+</sup> T cells transcribe fewer inflammation and activation-related genes after infection</title>
<p>Next, the RNA transcription differences in CD8<sup>+</sup> T cells from na&#xef;ve and infected mice were compared, both with and without the Itgae gene transcribed, using scRNA-seq. The transcription of function-, activation-, suppression-, and proliferation-related genes between <italic>Itgae</italic><sup>&#x2212;</sup>CD8<sup>+</sup> and <italic>Itgae</italic><sup>+</sup>CD8<sup>+</sup> T cells, in both na&#xef;ve and infected, was compared (<xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4A, B</bold></xref>). The results showed that most pro-inflammatory markers, such as granzyme, Lamp1, Ifng, Prf1, Ccl5, Emoes, and Id2 transcription, increased after infection. However, compared to that in CD103<sup>+</sup>CD8<sup>+</sup> T cells, the gene transcription is more active in CD103<sup>&#x2212;</sup>CD8<sup>+</sup> T cells. At the same time, the transcription of genes related to na&#xef;ve or memory T cells, such as <italic>Sell</italic>, <italic>Il7r</italic>, <italic>Tcf7</italic>, and <italic>Lef1</italic>, decreased after infection. Compared to <italic>Itgae</italic><sup>+</sup>CD8<sup>+</sup> T cells, the reduction of this gene transcription in <italic>Itgae</italic><sup>&#x2212;</sup>CD8<sup>+</sup> T cells in infected mice is more obvious. These results are consistent with the report that <italic>Itgae</italic><sup>&#x2212;</sup>CD8<sup>+</sup> T cells may be a population of effector cells. In contrast, reduced function, as observed using FACS, suggests that Itgae<sup>&#x2212;</sup>CD8<sup>+</sup> T cells could represent a population of effector cells with diminished functionality.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p><italic>Itgae</italic><sup>+</sup>CD8<sup>+</sup> splenic T cells transcribe fewer inflammation and activation-related genes after infection. Single-cell RNA sequencing was performed on splenocytes from na&#xef;ve and infected mice. <bold>(A, B)</bold> CD8<sup>+</sup> T-cell populations from both na&#xef;ve and 12-dpi mice were selected, classified according to the expression of <italic>Itgae</italic> (<italic>Itgae</italic><sup>+</sup><italic>vs</italic>. <italic>Itgae</italic><sup>&#x2212;</sup>) to compare transcription of cytotoxic molecules, activation/inhibition markers, differentiation-related transcription factors, apoptosis proteins, and chemokine receptors. The log<sub>2</sub> fold change (log<sub>2</sub>FC) corresponding to different staining is a standardized value. <bold>(C, D)</bold> The number of genes with differential transcription DEGs is shown; <italic>Itgae</italic><sup>+</sup>CD108<sup>+</sup> cells compared to <italic>Itgae</italic><sup>&#x2212;</sup>CD8<sup>+</sup> cells from na&#xef;ve and 12-dpi mice. <bold>(E)</bold> Horizontal bar chart of enriched DEG expression changes in &#x201c;interferon-&#x3b3; production&#x201d; and &#x201c;T-cell differentiation&#x201d; pathways. <bold>(F)</bold> GSEA of differential genes in the infected group. dpi, days post-infection; DEGs, differentially expressed genes; GSEA, Gene Set Enrichment Analysis.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1668438-g004.tif">
<alt-text content-type="machine-generated">Heatmaps, bar graphs, and enrichment plots illustrate gene expression differences and enrichment scores in CD8 T cells. Panels A and B show heatmaps of genes in naive and infected states. Panels C and D feature bar graphs and scatter plots displaying differentially expressed genes with log-fold change. Panel E presents bar charts for interferon-gamma production and T cell differentiation. Panel F includes enrichment plots for cytoplasmic translation, ribonucleoprotein complex biogenesis, mRNA binding, and metabolic processes, showing enrichment scores and false discovery rates.</alt-text>
</graphic></fig>
<p>Moreover, the number of differentially expressed genes (DEGs) between the <italic>Itgae</italic><sup>+</sup>CD8<sup>+</sup> and Itgae<sup>&#x2212;</sup>CD8<sup>+</sup> T cells in na&#xef;ve and infected mice was compared. A total of 62 DEGs (47 downregulated and 15 upregulated) were found in na&#xef;ve mice (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4C</bold></xref>), while 1,050 DEGs (719 downregulated and 331 upregulated) were found in infected mice (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4D</bold></xref>). These results indicated that noticeable differences exist in gene transcription between <italic>Itgae</italic><sup>+</sup>CD8<sup>+</sup> and <italic>Itgae</italic><sup>&#x2212;</sup>CD8<sup>+</sup> T cells, especially in the infected mice. It supports the suggestion that the CD103<sup>+</sup>CD8<sup>+</sup> T cell population is different from the CD103<sup>&#x2212;</sup>CD8<sup>+</sup> T cells.</p>
<p>Furthermore, DEGs between <italic>Itgae</italic><sup>+</sup>CD8<sup>+</sup> T cells and <italic>Itgae</italic><sup>&#x2212;</sup>CD8<sup>+</sup> T cells from both na&#xef;ve mice and 12-dpi mice were subjected to Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses; the enriched gene pathways are shown in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figures S5A&#x2013;D</bold></xref>. &#x201c;Interferon-&#x3b3; production&#x201d; and &#x201c;T-cell differentiation&#x201d; pathways were enriched between <italic>Itgae</italic><sup>+</sup>CD8<sup>+</sup> T cells and <italic>Itgae</italic><sup>&#x2212;</sup>CD8<sup>+</sup> T cells from infected mice. DEGs in these two pathways were listed, and the related contents were compared. As shown in <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4E</bold></xref>, most of the interferon-&#x3b3; production-related genes, such as <italic>Cd160</italic>, <italic>Pglyrp1</italic>, <italic>Il18r1</italic>, <italic>Il18rap</italic>, <italic>Eomes</italic>, <italic>Xcl1</italic>, and <italic>Klrk1</italic>, were downregulated in <italic>Itgae</italic><sup>+</sup>CD8<sup>+</sup> T cells compared to <italic>Itgae</italic><sup>&#x2212;</sup>CD8<sup>+</sup> T cells. It is consistent with the FACS results, which showed that most of the IFN-&#x3b3; expression was secreted by CD103<sup>&#x2212;</sup>CD8<sup>+</sup> T cells (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3F</bold></xref>). Similar results were found in DEGs in &#x201c;T-cell differentiation&#x201d;, &#x201c;cytokine&#x2013;cytokine receptor interaction&#x201d;, &#x201c;cytokine binding&#x201d;, &#x201c;leukocyte cell&#x2013;cell adhesion&#x201d;, and &#x201c;regulation of immune effector process&#x201d; pathway (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure S5E</bold></xref>).</p>
<p>At the same time, Gene Set Enrichment Analysis (GSEA) of DEGs in the infected group showed high scores for &#x201c;cytoplasmic translation&#x201d;, &#x201c;ribonucleoprotein complex biogenesis&#x201d;, &#x201c;mRNA binding&#x201d;, and &#x201c;ncRNA metabolic process&#x201d; (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4F</bold></xref>), indicating active biological processes in <italic>Itgae</italic><sup>+</sup>CD8<sup>+</sup> T cells. Conversely, the chemokine signaling pathway and cytokine&#x2013;cytokine receptor interaction gene sets showed negative enrichment (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure S5F</bold></xref>). Altogether, these results indicated that <italic>Itgae</italic><sup>+</sup>CD8<sup>+</sup> T cells may be in a pre-mobilization state despite exhibiting some practical function.</p>
</sec>
<sec id="s3_5">
<title><italic>Lef1</italic> could bind to the CD103 promoter</title>
<p>To identify genes regulating CD103, DEGs between CD103<sup>+</sup>CD8<sup>+</sup> and CD103<sup>&#x2212;</sup>CD8<sup>+</sup> T cells from na&#xef;ve and infected mice were intersected, and a Venn diagram was generated (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5A</bold></xref>). Lymphocyte enhancer-binding factor 1 (<italic>Lef1</italic>, encoded by <italic>Lef1</italic>) showed significant differences in both groups. <italic>Lef1</italic>, a high-mobility group (HMG) family transcription factor, is a homolog of T-cell factor 1 (TCF1, encoded by <italic>Tcf7</italic>). Transcription factor analysis of sequencing data revealed the differential transcription of <italic>Tcf1</italic> and <italic>Lef1</italic> between the two groups (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5B</bold></xref>). Although <italic>Lef1</italic> transcription decreased after infection, it remained higher in <italic>Itgae</italic><sup>+</sup>CD8<sup>+</sup> T cells than in <italic>Itgae</italic><sup>&#x2212;</sup>CD8<sup>+</sup> T cells (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5C</bold></xref>). Flow cytometry confirmed high LEF1 expression on CD103<sup>+</sup>CD8<sup>+</sup> T cells in both na&#xef;ve and infected states (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5D</bold></xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Transcription factor LEF1 binds to the <italic>Itgae</italic> promoter and regulates its transcription. Differentially expressed genes (DEGs) between <italic>Itgae</italic><sup>+</sup>CD8<sup>+</sup> and <italic>Itgae</italic><sup>&#x2212;</sup>CD8<sup>+</sup> T cells were collected from single-cell RNA sequencing results of both na&#xef;ve and infected mice (12 dpi). <bold>(A)</bold> These results were overlapped, and the overlapped genes are listed at the bottom. <bold>(B)</bold> Transcription factor profiles of <italic>Itgae</italic><sup>+</sup><italic>vs</italic>. <italic>Itgae</italic><sup>&#x2212;</sup>CD8<sup>+</sup> T cells from na&#xef;ve and infected mice were collected via single-cell RNA sequencing, and the results were compared. Similarly, <italic>Itgae</italic><sup>+</sup><italic>vs</italic>. <italic>Itgae</italic><sup>&#x2212;</sup>CD8<sup>+</sup> T cells from na&#xef;ve and infected mice were collected, and their results were compared. The overlapped genes were identified and listed at the bottom. <bold>(C)</bold> Violin plots showing <italic>LEF1</italic> and <italic>TCF1</italic> transcription in both <italic>Itgae</italic><sup>+</sup> and <italic>Itgae</italic><sup>&#x2212;</sup>CD8<sup>+</sup> T cell subsets under na&#xef;ve and infected conditions. <bold>(D)</bold> Flow cytometry analysis of CD103 and <italic>LEF1</italic> co-expression on CD8<sup>+</sup> T cells from both na&#xef;ve and infected mice. Both the percentage and median fluorescence intensity of <italic>LEF1</italic> transcription were measured. <bold>(E)</bold> JASPAR database prediction of <italic>LEF1</italic>/<italic>TCF1</italic> binding sites in the <italic>Itgae</italic> promoter. <bold>(F, G)</bold> HEK 293T cells co-transfected with pGL3-<italic>Itgae</italic> promoter and pCDNA3.1-<italic>LEF1</italic> (or empty vector) were assayed for relative fluorescence; dose-dependent effects of <italic>LEF1</italic> were evaluated. Data from three independent experiments are shown as mean &#xb1; SEM. Statistical significance: Student&#x2019;s <italic>t</italic>-test (<italic>ns p</italic> &gt; 0.05, *<italic>p</italic> &lt; 0.05, **<italic>p</italic> &lt; 0.01, ***<italic>p</italic> &lt; 0.001, ****<italic>p</italic> &lt; 0.0001). dpi, days post-infection.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1668438-g005.tif">
<alt-text content-type="machine-generated">Diagram featuring research data on naive and infected cell responses. Image A shows Venn diagrams with overlaps in up-regulated and down-regulated genes. Image B presents another Venn diagram showing gene overlaps. Image C has violin plots illustrating expression levels of Lef1 and Tcf1 in different cell types. Image D includes scatter plots and bar graphs comparing percentages of LEF1 expression in cells. Image E depicts a gene map with putative binding sites and transcription start sites. Images F and G show bar graphs of luciferase activity with different conditions and gene expressions.</alt-text>
</graphic></fig>
<p>To verify <italic>Lef1</italic>-mediated regulation of <italic>Itgae</italic> transcription, potential <italic>Lef1</italic> and Tcf1 binding sites on the CD103 promoter were predicted using JASPAR (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5E</bold></xref>). <italic>Lef1</italic> was predicted to have three binding sites in the region from &#x2212;2,000 bp upstream to 100 bp downstream of the CD103 transcription start site, while <italic>Tcf1</italic> had only one. Dual-luciferase reporter assays were performed by co-transfecting 293T cells with a pGL3 plasmid containing the CD103 promoter and luciferase gene, a pCDNA3.1(+) plasmid expressing <italic>Lef1</italic> (or empty vector), and the pRL-TK plasmid (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5F</bold></xref>). <italic>Lef1</italic> transfection strongly induced CD103 promoter activity compared to the empty vector. Dose-dependent co-transfection of <italic>Lef1</italic>-expressing plasmids with the CD103 promoter luciferase reporter vector in 293T cells confirmed the specific activation of CD103 promoter activity by <italic>Lef1</italic> (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5G</bold></xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>The skin and mucous membranes are the body&#x2019;s first line of defense against external pathogen infections. CD8<sup>+</sup> TRM cells have attracted significant attention owing to their crucial role in pathogen clearance, vaccination, and tumor immunity (<xref ref-type="bibr" rid="B20">Mackay et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B28">Schenkel et&#xa0;al., 2014a</xref>). As a marker of CD8<sup>+</sup> TRM cells, CD103 promotes the migration and long-term retention of these cells in tissues (<xref ref-type="bibr" rid="B9">Hardenberg et&#xa0;al., 2018</xref>). In addition to CD8<sup>+</sup> T cells, CD103-expressing DCs (<xref ref-type="bibr" rid="B38">Yang et&#xa0;al., 2024</xref>) and NK cells (<xref ref-type="bibr" rid="B25">Santana-Hern&#xe1;ndez et&#xa0;al., 2024</xref>) were identified, and they play vital roles in treating clinical diseases.</p>
<p>Both <italic>Plasmodium vivax</italic> and <italic>Plasmodium falciparum</italic> are human malaria parasites and are the primary pathogens causing malaria worldwide. They can lead to human illness (the former has milder symptoms, such as fever, while the latter is fatal) (<xref ref-type="bibr" rid="B3">Chu et&#xa0;al., 2023</xref>). <italic>P. yoelii</italic> is a rodent malaria parasite (its primary host is the mouse, and it does not infect humans; it is only used for laboratory research, such as vaccine development and antimalarial drug testing) (<xref ref-type="bibr" rid="B18">Li et&#xa0;al., 2023</xref>). CD8<sup>+</sup> T cells play a crucial role in parasite clearance and erythrocyte removal in the spleen (<xref ref-type="bibr" rid="B24">Safeukui et&#xa0;al., 2015</xref>). During the exo-erythrocytic stage, liver CD8<sup>+</sup> TRM cells form a frontline defense against malaria liver-stage infection (<xref ref-type="bibr" rid="B7">Fernandez-Ruiz et&#xa0;al., 2016</xref>). Therefore, understanding the properties and mechanisms underlying CD103 expression is of great significance for malaria prevention and treatment.</p>
<p>Using flow cytometry (FACS) and single-cell RNA sequencing, our study revealed a large population of CD103-expressing CD8<sup>+</sup> T cells in na&#xef;ve mice, with their numbers significantly reduced after <italic>Plasmodium</italic> infection. This phenomenon has been observed across multiple organs, likely due to multi-organ inflammation induced by the infection. Given that CD103 is vital for the tissue retention of T cells (<xref ref-type="bibr" rid="B9">Hardenberg et&#xa0;al., 2018</xref>), the downregulation of its expression during infection may enhance the mobility of activated effector CD8<sup>+</sup> T cells, enabling them to survey the body and clear infected cells. A similar pattern has been reported in mice infected with lymphocytic choriomeningitis virus (<xref ref-type="bibr" rid="B37">Wu et&#xa0;al., 2021</xref>). Consistent with this, strong T-cell receptor activation induces the upregulation of T-bet and EOMES, which may inhibit CD103 expression (<xref ref-type="bibr" rid="B30">Sullivan et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B13">Kaech and Cui, 2012</xref>).</p>
<p>CD44 and CD62L were used to define na&#xef;ve or memory T cells (<xref ref-type="bibr" rid="B8">Gattinoni et&#xa0;al., 2009</xref>). Our results indicated that CD103<sup>+</sup>CD8<sup>+</sup> T cells were predominantly in the CD44<sup>low</sup>CD62L<sup>hi</sup> resting subset. Moreover, CD69, ICOS, and CD62L are classic markers associated with T-cell activation (<xref ref-type="bibr" rid="B34">Wikenheiser and Stumhofer, 2016</xref>; <xref ref-type="bibr" rid="B4">Cibri&#xe1;n and S&#xe1;nchez-Madrid, 2017</xref>). Upon activation, CD8<sup>+</sup> T cells express inhibitory receptors such as PD-1 and TIGIT; secrete cytokines, granzyme B, and perforin; and undergo degranulation to participate in immune processes (<xref ref-type="bibr" rid="B1">Aktas et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B11">Hojo-Souza et&#xa0;al., 2020</xref>). Our results showed that, in both na&#xef;ve and infected mouse spleens, the CD103<sup>+</sup>CD8<sup>+</sup> T-cell population expressed higher levels of CD62L and lower levels of both CD69 and TIGIT. It suggested that CD103<sup>+</sup>CD8<sup>+</sup> T cells may be a population of na&#xef;ve T cells. It implied that CD103 may serve as a marker for na&#xef;ve T cells.</p>
<p>Furthermore, CD103<sup>+</sup>CD8<sup>+</sup> T cells were found to secrete IFN-&#x3b3; and granzyme B rarely upon PI stimulation, with fewer Ki67<sup>+</sup> cells, and delayed proliferative ability compared to CD103<sup>&#x2212;</sup>CD8<sup>+</sup> T cells. These results suggest that CD103<sup>+</sup>CD8<sup>+</sup> T cells may be a population of &#x201c;quiescent cells&#x201d; in either na&#xef;ve or infected mice. Single-cell RNA sequencing data corroborated these findings. Additionally, in the single-cell RNA sequencing results, DEGs in the infected group were enriched in gene clusters related to &#x201c;ribonucleoprotein complex biogenesis&#x201d; and &#x201c;mRNA binding&#x201d;, indicating that CD103<sup>+</sup>CD8<sup>+</sup> T cells exhibit limited active functions; they may be primed for mobilization.</p>
<p><italic>Tcf1</italic> and <italic>Lef1</italic> are known to regulate the specification of thymic progenitors to the T-cell lineage, instruct CD4<sup>+</sup> T-cell lineage choice, and establish CD8<sup>+</sup> T-cell identity (<xref ref-type="bibr" rid="B6">De Obaldia and Bhandoola, 2015</xref>). <italic>Lef1</italic> is essential for stem cell maintenance and organ development, particularly in its role in epithelial&#x2013;mesenchymal transition (EMT) (<xref ref-type="bibr" rid="B26">Santiago et&#xa0;al., 2017</xref>). Aberrant <italic>Lef1</italic> transcription is involved in tumorigenesis, as well as cancer cell proliferation, migration, and invasion (<xref ref-type="bibr" rid="B41">Zirkel et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B19">Liang et&#xa0;al., 2015</xref>). However, in adult tissues, its expression is tissue-specific, mainly localized to the thymus or T cells (<xref ref-type="bibr" rid="B12">Hrckulak et&#xa0;al., 2016</xref>). Our data indicate that CD103 is primarily expressed in CD8<sup>+</sup> T cells, a finding verified in multiple organs. Consistent with other reports, CD103<sup>+</sup>CD8<sup>+</sup> T cells are readily detectable in lymphoid and non-lymphoid tissues, as well as in peripheral blood (<xref ref-type="bibr" rid="B27">Sathaliyawala et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B35">Woon et&#xa0;al., 2016</xref>). It has been reported that <italic>Tcf1</italic> is recruited to the <italic>Itgae</italic> locus and regulates CD103 expression (<xref ref-type="bibr" rid="B36">Wu et&#xa0;al., 2020</xref>). In our experiments, <italic>Lef1</italic> was found to bind to the CD103 promoter. This suggests that <italic>Lef1</italic> may be involved in the regulation of CD103 expression in the course of <italic>Plasmodium</italic> infection.</p>
<p>In summary, our study revealed that CD103<sup>+</sup>CD8<sup>+</sup> T cells may represent a population of &#x201c;quiescent cells&#x201d; that do not respond rapidly to stimulation in either na&#xef;ve or infected mice and suggested that <italic>Lef1</italic> may regulate CD103 expression. These results provide new insights for the study of CD103<sup>+</sup> T 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 in the article/<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Material</bold></xref>.</p></sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal studies were approved by Animal care and use committee of Guangzhou Medical University. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent was obtained from the owners for the participation of their animals in this study.</p></sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>XP: Data curation, Conceptualization, Writing &#x2013; original draft. FS: Writing &#x2013; original draft, Formal Analysis, Data curation. ST: Writing &#x2013; original draft, Formal Analysis, Data curation. ML: Data curation, Formal Analysis, Writing &#x2013; original draft. LP: Writing &#x2013; original draft, Data curation. GL: Writing &#x2013; original draft, Formal Analysis. LL: Data curation, Writing &#x2013; original draft. HX: Writing &#x2013; original draft, Methodology. SZ: Conceptualization, Funding acquisition, Writing &#x2013; original draft. JH: Conceptualization, Writing &#x2013; review &amp; editing, Funding acquisition.</p></sec>
<ack>
<title>Acknowledgments</title>
<p>Prof. Ming-Sheng Cai from Guangzhou Medical University kindly provided the pRL-TK plasmid.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declared that this work 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 Generative AI was used in the creation of this manuscript. Grammarly was used to revise the grammatical errors in the article.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</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/fcimb.2025.1668438/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2025.1668438/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/></sec>
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<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1731527">Johannes Brandi</ext-link>, Bernhard Nocht Institute for Tropical Medicine (BNITM), Germany</p></fn>
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