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Research ArticleImmunology
Open Access | 10.1172/JCI182709
1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by Yamamura, Y. in: PubMed | Google Scholar
1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by Sabiu, G. in: PubMed | Google Scholar
1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by Zhao, J. in: PubMed | Google Scholar
1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by Jung, S. in: PubMed | Google Scholar
1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by Seelam, A. in: PubMed | Google Scholar
1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by Li, X. in: PubMed | Google Scholar
1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by
Song, Y.
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1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by Shirkey, M. in: PubMed | Google Scholar
1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by Li, L. in: PubMed | Google Scholar
1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by
Piao, W.
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1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by Wu, L. in: PubMed | Google Scholar
1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by Zhang, T. in: PubMed | Google Scholar
1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by Ahn, S. in: PubMed | Google Scholar
1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by
Kim, P.
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1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by
Kasinath, V.
in:
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1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by Azzi, J. in: PubMed | Google Scholar
1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by Bromberg, J. in: PubMed | Google Scholar
1Transplantation Research Center and
2Renal Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA.
3Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
4Department of Surgery and
5Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, Baltimore, Maryland, USA.
6R&D Division, IVIM Technology, Seoul, South Korea.
7Graduate School of Medical Science and Engineering,
8Korea Advanced Institute of Science and Technology Institute for Health Science and Technology, and
9Graduate School of Nanoscience and Technology, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Authorship note: YY, GS, and JZ are co–first authors.
Find articles by Abdi, R. in: PubMed | Google Scholar
Authorship note: YY, GS, and JZ are co–first authors.
Published May 1, 2025 - More info
Fibroblastic reticular cells (FRCs) are the master regulators of the lymph node (LN) microenvironment. However, the role of specific FRC subsets in controlling alloimmune responses remains to be studied. Single-cell RNA sequencing (scRNA-Seq) of naive and draining LNs (DLNs) of heart-transplanted mice and human LNs revealed a specific subset of CXCL12hi FRCs that expressed high levels of lymphotoxin-β receptor (LTβR) and are enriched in the expression of immunoregulatory genes. CXCL12hi FRCs had high expression of CCL19, CCL21, indoleamine 2,3-dioxygenase (IDO), IL-10, and TGF-β1. Adoptive transfer of ex vivo–expanded FRCs resulted in their homing to LNs and induced immunosuppressive environments in DLNs to promote heart allograft acceptance. Genetic deletion of LTβR and Cxcl12 in FRCs increased alloreactivity, abrogating the effect of costimulatory blockade in prolonging heart allograft survival. As compared with WT recipients, CXCL12+ FRC–deficient recipients exhibited increased differentiation of CD4+ T cells into Th1 cells. Nano delivery of CXCL12 to DLNs improved allograft survival in heart-transplanted mice. Our study highlights the importance of DLN CXCL12hi FRCs in promoting transplant tolerance.
Lymph nodes (LNs) are the critical sites at which alloimmunity is activated. We have shown that the microenvironment within the LNs is a major determinant of the equilibrium between alloimmunity and suppression of the alloimmune response (1–4). Specific activities within the cellular and stromal compartments of the LNs determine the properties of the alloimmune response. Fibroblastic reticular cells (FRCs) constitute a major subset of LN stromal cells (LNSCs). Recent data from our research indicate that T cells enter LNs in distinct ways depending on whether tolerance or immunity is being established, and they localize to specific domains within LNs (2, 3, 5–9). FRCs are crucial for supporting the integrity of structures inside LNs, including high endothelial venules (HEVs) and the LN capsule, and thereby controlling the homing of immune cells into and within LNs (10, 11). Notably, FRCs play a pivotal role in producing chemokines such as CCL19, which promote the homing of T cells across HEVs (12). Once inside LNs, T cells migrate along extracellular matrix (ECM) fiber conduits constructed by FRCs to interact with DCs, localize to discrete domains, or egress from the LNs (13). These critical activities by FRCs are essential to the contact between T cells and antigen-presenting cells, an interplay central to allorecognition (12, 14–17). Our studies have shown that FRCs play an important role in tolerance induction, through recruitment of naive T cells to differentiate into inducible Tregs (iTregs) under the costimulatory blockade (3, 6, 18–20). FRCs play a crucial role in maintaining immune homeostasis by expressing various immunomodulatory molecules such as indoleamine 2,3-dioxygenase (IDO), arginase, and programmed death-ligand 1 (PD-L1) (12, 21). The immunosuppressive properties of FRCs can inhibit T cell responses and promote tolerance, contributing to the prevention of autoimmunity and excessive immune reactions (12). In contrast, the immunostimulatory properties of FRCs can support immune activation and effector functions, facilitating effective immune responses against pathogens or cancer cells (22, 23). These multifaceted functions of FRCs provide the capacity to control Th cell differentiation toward either pathogenic alloreactive or immunoregulatory cells. Understanding the complex determinants of these polarized FRCs is essential for developing targeted therapies to manipulate immune responses in different disease contexts (23, 24).
Single-cell genomics has revealed a multitude of LNSC subsets, each playing unique and critical roles in immune responses and tissue homeostasis (25–27). We have utilized single-cell RNA sequencing (scRNA-Seq)to study the heterogeneity within LNs; this has uncovered the potential role of LNSCs in modulating tolerance, especially the effect of costimulatory blockade on FRCs (3, 19, 20). However, a major gap in current understanding is the functional roles of distinct FRC subsets and their heterogeneity at the single-cell level within the draining LNs (DLNs) after transplantation. In addition, the role of these specific FRC subsets in controlling transplant tolerance within DLNs remains to be elucidated. By delineating the molecular and functional differences between immunosuppressive and immunostimulatory FRC subsets at a single-cell resolution, we can gain deeper insights into their specific roles in immune regulation.
Lymphotoxin-β receptor (LTβR) signaling in FRCs plays crucial roles in the development and maintenance of LNs (28, 29) The deletion of LTβR in FRCs causes a reduction in LN size with lower cellularity and an impaired conduit network (19, 28, 30). In addition, LTβR-dependent maturation of FRCs results in optimal activation of the T cell–mediated immune response in LNs during viral infection (28). These previous findings led us to speculate that LTβR+ FRCs are crucial for transplant tolerance induction, acting by regulating T cell–mediated immunity. Given the heterogeneity of FRC subsets and their distinct roles in immune regulation, delving deeper into the subsets of FRCs is crucial to a better understanding of the various immunoregulatory functions of those subsets that can substantially influence the outcome of transplant tolerance.
In this report, we identified a subset of immunoregulatory FRCs that coexpress LTβR and CXCL12. These LTβR+CXCL12+ FRCs facilitate T cell migration to DLNs and constrain T cell immunity by inducing T cell differentiation toward immunosuppressive phenotypes, thereby prolonging heart allograft survival. Furthermore, nanodelivery of CXCL12 to LNs improved graft survival after heart transplantation.
Adoptive transfer of FRCs promotes immunosuppressive environment in DLNs. To investigate the effect of FRCs on the T cell alloimmune response, we isolated FRCs from WT C57BL/6J mice (WT-FRCs) and performed in vitro assays for T cell activation and Th differentiation, coculturing T cells with FRCs. Coculture of T cells with FRCs reduced CD4+ and CD8+ effector T cell, Th1, and Th17 differentiation in flow cytometry (Figure 1, A and B). Moreover, conditioned medium (CM) from cultured WT-FRCs promoted CD3+ T cell migration in a Transwell assay (Figure 1C).
Adoptive transfer of FRCs promotes immune regulatory environment in DLNs. (A) T cell activation assay of CD3+ T cells cocultured with or without WT-FRCs. Percentage of effector T cells evaluated by flow cytometry. (B) Th differentiation assay of CD4+ T cells cocultured with or without WT-FRC administration. Percentage of CD4+T-bet+ cells, and CD4+Rorγt+ cells evaluated by flow cytometry. (C) Chemotaxis assay of T cells with CM from cultured WT-FRCs. (D) Representative images of LNs injected with FRCs from Ccl19CretdTomato mice. Scale bars: 100 μm. (E) Intravital imaging of LNs injected with DsRed+ FRCs into Chst4-GFP mice. Yellow arrows indicate injected FRCs inside HEVs. (F) Representative images of LNs injected with FRC from DsRed mice. Yellow arrows indicate the FRCs contacting Foxp3+ cells. Scale bars: 100 μm. (G) Representative images and comparison of injected DsRed+ T cell homing in LNs with or without FRCs (n = 3–4 mice/group). (H) Representative images and comparison of Foxp3-stained DLNs from WT C57BL/6J recipients with or without FRCs after heart transplantation (n = 5 mice/group). Scale bars: 100 μm. (I) Flow cytometry analysis of DLNs from WT C57BL/6J recipients with or without FRC administration after heart transplantation (n = 5 mice/group). Student’s t test for comparisons between 2 groups. Data are represented as means ± SEM. *P < 0.05; **P < 0.01; ***P < 0.001; ****P < 0.0001.
Next, we sought to determine whether adoptively transferred FRC home to LNs and prolong heart allograft survival in WT C57BL/6J mice. We isolated primary FRCs from Ccl19CretdTomato mice and DsRed mice and administered them into naive WT C57BL/6J mice (2.0 × 105 cells, i.v., 3 times, every 24 hours). We also utilized carbohydrate sulfotransferase 4-GFP (Chst4-GFP) mice to visualize the HEVs. Both Ccl19CretdTomato FRCs and DsRed FRCs were detected adjacent to HEVs in the LN parenchyma (Figure 1, D and E). Injected FRCs were also observed within HEVs of Chst4-GFP mice (Figure 1E) as well as within the vicinity of Foxp3+ Tregs (Figure 1F). To investigate the impact of exogenous FRCs on T cell homing to LNs, we adoptively transferred DsRed+ T cells into WT C57BL/6J mice with or without FRC treatment. Immunofluorescent (IF) staining and flow cytometry of LNs revealed increased trafficking of DsRed+ T cells to LNs of FRC-treated mice as compared with controls (Figure 1G). We also assessed the distribution of adoptively transferred FRCs in various organs outside the LNs. While DsRed+ FRCs were detected in the lung vasculature within 24 hours after injection, these cells had nearly disappeared by 48 hours after injection. Very few injected FRCs were detected in other organs, such as the liver and kidney (Supplemental Figure 1A; supplemental material available online with this article; https://doi.org/10.1172/JCI182709DS1). We also investigated the difference between the distribution of injected FRCs to the DLNs of heart-transplanted mice as compared with LNs of naive mice. DsRed+ FRCs were more numerous in the allograft DLNs than in the naive LNs (Supplemental Figure 1B). We also examined the surface expression of adhesion molecules. We found that FRCs express several adhesion molecules and chemokine receptors, including ICAM1, VCAM1, CD44, and CCR2 (Supplemental Figure 1C).
Heart allografts from BALB/c mice were then transplanted into WT C57BL/6J mice, and recipients were treated with anti-CD40L (125 μg, i.v., on day 0 after transplantation) (n = 4), FRCs alone (n = 4), or anti-CD40L plus FRCs (n = 9). FRC treatment (2.0 × 105 cells, i.v., on days –1, 1, 3, and 5 after transplantation) synergized with anti-CD40L and significantly prolonged heart allograft survival compared with treatment with FRCs alone (P = 0.002, median survival time [MST] 25 days versus 8.5 days) or anti-CD40L alone (P = 0.02, MST, 25 days versus 11.5 days) (Supplemental Figure 1D). IF staining of heart allografts showed less interstitial fibrosis and fewer F4/80+ macrophages in recipients treated with anti-CD40L and FRCs compared with those treated with anti-CD40L alone (Supplemental Figure 1E). Collagen deposition was also decreased (Supplemental Figure 1E), and Foxp3 expression was elevated in the DLNs of recipients treated with anti-CD40L and FRCs compared with anti-CD40L alone (Figure 1H). Flow cytometry of DLNs showed that mice treated with anti-CD40L and FRCs exhibited fewer activated CD4+ and CD8+ T cells, including CD4+ effector T cells, CD8+ effector T cells, CD4+TNFα+ cells, CD8+TNFα+ cells, and CD8+IFNγ+ cells and a higher CD4+ Treg/T effector ratio, compared with anti-CD40L–treated mice (Figure 1I). These results suggested that WT-FRCs facilitate transplant tolerance by inducing an immunosuppressive environment with reduced fibrosis and inflammatory T cells and increased Foxp3+ cells in DLNs.
Lastly, we isolated and expanded FRCs from the LNs of MHC class II KO mice and investigated the effect of their transfer on heart graft survival. Similar to WT-FRCs, MHC class II–KO-FRCs also improved heart allograft survival following anti-CD40L treatment (P = 0.01, 22 days versus 11.5 days) (Supplemental Figure 1D).
LTβR+ signaling in FRCs is required for transplant tolerance. LTβR signaling in FRCs is critical to the development and maintenance of LNs (28, 31). Our recent report demonstrated that Ccl19CreLtbrfl/fl mice had collapsed fibroblastic networks and decreased conduits in LNs (19). To further explore the role of LTβR+ FRCs in LNs, we evaluated naive Ccl19CreLtbrfl/fl mice in which there was specific deletion of LTβR in FRCs (Supplemental Figure 2). In their naive state, Ccl19CreLtbrfl/fl mice had fewer LN CD4+, CD8+ T cells, and CD11c+ DCs compared with WT C57BL/6J mice. Ccl19CreLtbrfl/fl mice showed increased activation of T cells and a reduced LN CD4+ Treg/T effector (Teff) ratio (Supplemental Figure 3A). We also examined the homing of adoptively transferred T cells from DsRed mice and DCs from CD11c-GFP mice. Ccl19CreLtbrfl/fl mice exhibited reduced migration of both T cells and DCs to DLNs compared with WT C57BL/6J mice (Supplemental Figure 3, B and C). FRC administration enhanced DC homing to LNs in WT mice and partially rescued the impaired DC migration in Ccl19CreLtbrfl/fl mice (Supplemental Figure 3C). Analysis of DC subsets revealed no significant differences in the proportions of conventional type 1 DCs (cDC1s), conventional type 2 DCs (cDC2), and plasmacytoid DCs (pDCs) between WT and Ccl19CreLtbrfl/fl mice (Supplemental Figure 3D).
Next, we investigated the effect of LTβR signaling in FRCs on transplant tolerance. As compared with WT recipients, Ccl19CreLtbrfl/fl mice had impaired heart allograft survival (P = 0.002, 51 days versus 24 days, respectively) (Figure 2A). Heart allografts in Ccl19CreLtbrfl/fl mice contained denser immune cell infiltrates, including CD44+CD62L– effector T cells, proinflammatory cytokine-producing T cells, mature DCs, and macrophages, more severe interstitial fibrosis, and more occluded vasculature as compared with those in WT C57BL/6J mice (Figure 2B, Supplemental Figure 3E, and Supplemental Figure 4A). Flow cytometry analysis of DLNs showed that Ccl19CreLtbrfl/fl recipients had more effector T cells with lower CD4+ Treg/Teff ratios (Figure 2C). IF staining showed fewer Foxp3+ cells and exhibited markedly increased formation of Ki67+ germinal centers (GCs) in the DLNs of the Ccl19CreLTtbrfl/fl mice compared with WT mice (Figure 2D and Supplemental Figure 4B).
Deletion of LTβR+ signaling on FRCs abrogates transplant tolerance. (A) Comparison of heart allograft survival among WT C57BL/6J, Ccl19CreLtbrfl/fl, and Ccl19CreLtbrfl/fl recipients with FRC injections (n = 7–9 mice/group). Graft survival data were combined from 3 independent experiments. (B) Representative images and comparison of CD3-, CD11b-, and collagen 1–stained heart allografts from WT C57BL/6J and Ccl19CreLtbrfl/fl recipients (n = 4 mice/group). Scale bars: 200 μm. (C) Flow cytometry analysis of DLNs from WT C57BL/6J and Ccl19CreLtbrfl/fl recipients (n = 4 mice/group). (D) Representative images and comparison of Foxp3-stained DLNs (n = 4 mice/group). Scale bars: 200 μm. (E) Flow cytometry analysis of transferred TCR Tg cells in DLNs (n = 4 mice/group). (F) Comparison of heart allograft survival among WT C57BL/6J recipients treated with anti-LTβR agonist mAb alone (20 μg i.v. on day 0), anti-CD40L alone (40 μg i.v. on day 0), and both anti-LTβR agonist mAb and anti-CD40L of BALB/c hearts (n = 6 mice/group). Graft survival data were combined from 2 independent experiments. log-rank test for graft survival. Student’s t test for comparisons between 2 groups. Data are represented as means ± SEM. *P < 0.05; **P < 0.01; ***P < 0.001; ****P < 0.0001.
To evaluate alloantigen-specific T cell responses, we adoptively transferred I-Ed–specific T cell receptor transgenic (TCR Tg) TEa CD4+ cells and H-2Ld–specific TCR Tg 2C CD8+ cells, each recognizing BALB/c donor-specific alloantigens, into WT C57BL/6J and Ccl19CreLtbrfl/fl mice. Heart allografts from BALB/c donors were transplanted 24 hours after the cell transfer, and DLNs were collected and analyzed 4 days after the transplantation, gating on the transferred cells (CD45.1+) (Supplemental Figure 5). Flow cytometry revealed that a greater number of TEa CD4+ cells and 2C CD8+ cells homed to the DLNs of WT C57BL/6J mice compared with Ccl19CreLtbrfl/fl mice (Figure 2E). Examining the activation markers of T cells, we found that the DLNs of the Ccl19CreLtbrfl/fl mice contained a greater number of activated TCR Tg T cells with a shift toward fewer Tregs and a lower Treg/Teff ratio compared with those from WT C57BL/6J mice (Figure 2E). These results indicated that the absence of LTβR signaling in FRCs reduces antigen-specific T cell migration but promotes T cell activation, resulting in a proinflammatory microenvironment in DLNs after heart transplantation.
To determine whether enhancing LTβR signaling would improve graft survival, we investigated the effect of the anti-LTβR agonistic mAb on transplant tolerance after heart transplantation. Anti-LTβR mAb (20 μg, i.v., on day 0 after transplantation) improved heart allograft survival synergistically with very low dose anti-CD40L (40 μg, i.v., on day 0 after transplantation) in comparison with either anti-LTβR alone (P = 0.0005, MST, 59 days versus 18 days) or anti-CD40L alone (P = 0.0005, MST, 59 days versus 19 days) (Figure 2F).
As shown in Figure 1, H and I, adoptively transferred WT-FRCs improved the LN microenvironment after heart transplantation by reducing fibrosis and inflammatory T cells and increasing Foxp3+ Tregs, thereby inducing an immunosuppressive environment. To determine the effect of WT-FRC transfer on the LN structure of Ccl19CreLtbrfl/fl mice and its effect on transplant tolerance, we isolated WT-FRCs and injected them into naive Ccl19CreLtbrfl/fl mice (1.0 × 105 cells, once a week for total 5 weeks). Our data indicated that FRC injections restored the LN structure toward normal and increased Foxp3+cells in the LNs of Ccl19CreLtbrfl/fl mice (Supplemental Figure 6, A and B). Furthermore, FRC injections into Ccl19CreLtbrfl/fl mice also restored transplant survival, which was abrogated in Ccl19CreLtbrfl/fl mice (P = 0.01, MST= 45 days versus 24 days) (Figure 2A).
Coexpression and regulation of LTβR and CXCL12 in FRCs. Distinct subsets of FRCs perform various functions in regulating immune responses (12, 22–25, 32–34). LTβR activation has been shown to upregulate CXCL12 expression in blood endothelial cells (BECs) and lymphatic endothelial cells (LECs) (35, 36). To investigate the characteristics of LTβR+ and CXCL12+ FRCs, we analyzed scRNA-Seq data of LNSCs from naive LNs of WT C57BL/6J mice (19, 20). By unsupervised clustering, FRCs were divided into 7 subsets: Ccl21a+ T cell zone FRCs (TRCs), Inmt+ FRCs, Madcam1+ marginal reticular cells (MRCs), Ccl21a+ TRCs-2, Itga7+ FRCs, Tnfsf11+ FRCs, and Cr2+ follicular DCs (FDCs) (20, 25–27) (Figure 3A). Both Ltbr and Cxcl12 were expressed in most subsets of FRCs, except for Cr2+ FDCs (Figure 3B). Cxcl12+ FRCs highly expressed Ltbr, and Ltbr+ FRCs had higher expression of Cxcl12 compared with the negative populations (Figure 3C). Ccl19CreLtbrfl/fl mice showed decreased expression of CXCL12 in LNs (Supplemental Figure 7A). We also compared CXCL12 expression between LTβRhi and LTβRlo populations of FRCs by flow cytometry. The LTβRhi population showed higher CXCL12 expression compared with the LTβRlo population (Supplemental Figure 7B). Additionally, we evaluated the secretion of CXCL12 from isolated FRCs. The supernatant of FRC cultures from Ccl19CreLtbrfl/fl mice expressed less CXCL12 compared with that of isolated FRCs from WT C57BL/6J mice (Supplemental Figure 7C). LTβR agonist–treated WT-FRCs demonstrated a dose-dependent increase in CXCL12 secretion (Supplemental Figure 7D). These results indicated that LTβR signaling in FRCs regulates CXCL12 expression.
CXCL12hi FRC subsets enriched for genes for T cell migration. (A) Unsupervised clustering of FRC subset clusters visualized with UMAP in LNSCs from naive LNs. (B) Violin plots of Ltbr and Cxcl12 expression among FRC subset clusters in naive LNs. (C) Violin plots of Ltbr and Cxcl12 expression in total FRCs from naive LNs. (D) UMAP of SC populations in naive LNs and DLNs, highlighting Cxcl12 expression on MedRC, TRC, and PRC subsets. (E) Violin plots of Cxcl12 expression in FRC subsets from naive LNs and DLNs. (F) Volcano plot comparing CXCL12hi and CXCL12lo FRCs in mouse LNSCs from heart transplanted recipients with anti-CD40L treatment. (G) Top 20 overrepresented ontology pathways based on DEGs in mouse LNSCs. (H) Volcano plot comparing CXCL12hi and CXCL12lo FRCs in human LNSCs. (I) Top 20 overrepresented ontology pathways in human LNSCs. Common genes shared between mouse and human are highlighted with bold letters surrounded by squares (F and H). Ontology pathways related to chemotaxis and migration are highlighted with bold letters surrounded by squares (G and I). HTx, heart transplantation.
CXCL12+ FRCs express genes that enrich T cell migration. We first examined the distribution of CXCL12hi FRCs in comparison with the other key FRC subsets in DLNs after transplantation, with or without anti-CD40L treatment. Our uniform manifold approximation and projection (UMAP) showed that TRCs, medullary FRCs (MedRCs), and perivascular reticular cells (PRCs) were the main cell populations encompassing high expression of Cxcl12 transcripts (Figure 3D). The analysis of the proportion of each FRC subset from naive LNs and DLNs of transplant recipients untreated or treated with anti-CD40L showed that the percentage of the Ccl21a+ TRC population increased in anti-CD40L–treated heart transplant recipient mice as compared with other groups (Supplemental Figure 8A). Violin plots further showed that TRC and MedRC subsets had high mRNA expression of Cxcl12 (Figure 3E and Supplemental Figure 8B). To characterize the microanatomical localization of CXCL12hi FRCs after transplantation, we examined CXCL12 protein expression in DLNs from Ccl19CretdTomato mice by IF staining. In DLNs after transplantation, CXCL12 protein expression was upregulated mainly in FRC subsets of the T cell zone, around the HEV areas, and in the medullary area of the DLNs (Supplemental Figure 8C). However, analysis for differentially expressed genes (DEGs) showed that after anti-CD40L treatment, the downregulated genes in TRCs, MedRCs, and PRCs were primarily related to antigen presentation and T cell–mediated immunity (Supplemental Figure 8, D–F). These results suggested that the FRC subsets that upregulated CXCL12 after heart transplantation were reprogrammed by anti-CD40L for suppression of antigen presentation and T cell–mediated immunity.
Analysis of DEGs between CXCL12hi and CXCL12lo FRCs demonstrated higher expression of Ccl19 and Ccl21a in CXCL12hi FRCs (Figure 3F and Supplemental Figure 8G). CCL19 and CCL21a are crucial for the recruitment of naive T cells to LNs, which is a key step toward their differentiation to iTregs under costimulatory blockade (2, 3, 20). Ontology enrichGO analysis confirmed that CXCL12hi FRC gene expression programs contribute to cell migration (Figure 3G). In addition, CXCL12hi FRCs also showed higher expression of Il-7 and Il-33 (Figure 3F), which are related to Treg survival and stabilizing Treg molecular signatures, contributing to allograft tolerance (37, 38). To further confirm the characteristics of CXCL12hi FRCs, we also performed a reanalysis of previously published human scRNA-Seq data of LNSCs (27). We divided the total FRC population, including CD266+ stromal cells (SCs), INMT+ SCs, CCL19hi TRCs, CCL19lo TRCs, and MRCs into 2 populations, CXCL12hi and CXCL12lo, by defining the border at the lower quartile of CXCL12 expression (Supplemental Figure 8G). Similar to the mouse scRNA-Seq data, CXCL12hi FRCs in humans showed higher expression of CCL19 and CCL21 as well as enriched chemotaxis and migration-related genes (Figure 3, H and I).
Ablation of CXCL12 in FRCs abrogates anti-CD40L–mediated transplant tolerance. To examine the functional role of CXCL12+ FRCs on transplant tolerance, we generated FRC-specific CXCL12-KO mice (Ccl19CreCxcl12fl/fl mice), in which there is specific deletion of CXCL12 in FRCs (Supplemental Figure 2). First, we compared naive WT C57BL/6J and Ccl19CreCxcl12fl/fl mice. Ccl19CreCxcl12fl/fl mice had higher levels of CD4+ and CD8+ effector T cells and lower Treg/Teff ratio in LNs (Figure 4A). Furthermore, the number of CD4+ and CD8+ T cells was reduced in naive LNs from Ccl19CreCxcl12fl/fl mice compared with those from WT mice (Supplemental Figure 9A). Ccl19CreCxcl12fl/fl mice also showed decreased migration of adoptively transferred CMFDA+CD3+ T cells to DLNs, compared with WT C57BL/6J mice both before and day 7 after skin allotransplantation (Figure 4, B and C). In addition, intravital imaging demonstrated that Ccl19CreCxcl12fl/fl mice had decreased migration from inside HEVs to parenchymal areas in naive LNs, compared with WT C57BL/6J mice (Figure 4B). These findings in Ccl19CreCxcl12fl/fl mice were similar to those in Ccl19CreLtbrfl/fl mice, suggesting the important relationship between LTβR and CXCL12 in FRCs (Supplemental Figure 3, A and B).
Ablation of CXCL12 of FRCs abrogates anti-CD40L mediated transplant tolerance. (A) Flow cytometry analysis of T cell compartments in naive LNs (n = 3 mice/group). (B) Representative intravital images of CMFDA-labeled CD3+ T cells injected into naive LNs. Yellow and white arrows indicate the migration of transferred CMFDA+ CD3+ T cells from inside HEVs into the parenchyma. Representative trajectories of transferred CD3+ T cells (gray, cyan, and magenta lines) and quantitative analysis of cell migration from inside HEVs toward the parenchyma for 20 minutes (n = 3). Scale bars: 100 μm. (C) In vivo T cell migration assay in a skin transplantation model. Representative images and quantitative analysis of CMFDA-labeled CD3+ T cells in DLNs (n = 5). Scale bars: 100 μm. (D) Comparison of heart allograft survival among the recipients under CTLA4 Ig treatment (n = 7 mice/group). Graft survival data were combined from 2 independent experiments. (E) Representative images and comparison of CD3-, CD11c-, and collagen 1–stained heart allografts (n = 5 mice/group). Scale bars: 200 μm. (F) Flow cytometry analysis of DLNs (n = 5 mice/group). log-rank test for graft survival. Student’s t test for comparisons between 2 groups. Data are represented as means ± SEM. *P < 0.05; **P < 0.01; ***P < 0.001; ****P < 0.0001.
Next, to evaluate the effect of CXCL12 deletion in FRCs on transplant outcomes, we transplanted heart allografts from BALB/c donors to WT C57BL/6J or Ccl19CreCxcl12fl/fl recipients. All recipients were treated with CTLA4-Ig (500 μg i.p. on day 0 and 250 μg i.p. on days 2, 4, 6, and 8). WT C57BL/6J recipients showed long-term heart allograft survival as compared with Ccl19CreCxcl12fl/fl recipients (P = 0.0008, MST, 62 days compared with >100 days in WT C57BL/6J recipients) (Figure 4D). Immunohistochemistry of heart allografts showed more numerous CD3+ cells, CD11b+ cells, and CD11c+ cells in the hearts of Ccl19CreCxcl12fl/fl recipients. Interstitial fibrosis and C4d deposition were also higher in the heart allografts of Ccl19CreCxcl12fl/fl mice, as compared with WT C57BL/6J mice (Figure 4E and Supplemental Figure 9C). Flow cytometry of DLNs showed that Ccl19CreCxcl12fl/fl mice had more effector T cells as compared with WT C57BL/6J mice (Figure 4F). Ccl19CreCxcl12fl/fl mice also had a lower follicular regulatory T cell (Tfr)/follicular helper T cell (Tfh) ratio, more GC-like B cells, and more class-switched B cells in the DLNs (Figure 4F). We also investigated the infiltrating immune cells in heart allografts of anti-CD40L–treated Ccl19CreCxcl12fl/fl recipients as compared with anti-CD40L–treated WT recipients. Flow cytometry analysis of heart allograft infiltrates revealed that the number of proinflammatory cells was higher in Ccl19CreCxcl12fl/fl as compared with WT mice (Supplemental Figure 4). These results suggested that the lack of CXCL12 expressing FRCs in recipients increased alloreactivity, leading to worse graft survival.
We also investigated whether these CXCL12+ FRCs expanded after heart transplantation under anti-CD40L treatment. We found that CXCL12+ FRCs represented a higher proportion of the Ki67+ population in anti-CD40L–treated DLNs after heart transplantation, compared with nontreated DLNs after heart transplantation (Supplemental Figure 9D).
CXCL12 increases CD4+ Treg migration. Our scRNA-Seq analysis suggested that CXCL12hi FRCs facilitated chemotaxis. We therefore hypothesized that CXCL12 might contribute to the migration of naive T cells into LNs, promoting their conversion to Tregs under costimulatory blockade. We observed that CXCL12 secretion from CXCL12-KO-FRCs was significantly lower than that from WT-FRCs (Figure 5A). Next, we studied T cell migration using CM from cultured WT-FRCs and CXCL12-KO-FRCs. CM from WT-FRCs increased the migration of naive CD4+ T cells (CD4+CD44-CD62L+) compared with the CM from CXCL12-KO-FRCs. We also evaluated the balance of migrating cells between CD4+CD25+Foxp3+ Tregs and CD4+CD44+CD62L– effector T cells. CM from WT-FRCs induced a higher Treg/Teff ratio of migrated cells, compared with CM from CXCL12-KO-FRCs (Figure 5B). CXCR4 is the key receptor for CXCL12. Treatment of T cells with a CXCR4 antagonist resulted in a significant decrease in migration to WT-FRC CM, compared with untreated T cells (Figure 5B). We also examined CXCR4 expression on CD4+CD25+Foxp3+ Tregs and non-Tregs (CD4+CD25-Foxp3–) in LNs. CXCR4 expression by Tregs was higher than non-Tregs in LNs (Figure 5C). These results suggested that FRCs contribute to the migration of T cells, especially Tregs, into LNs by secreting the chemokine CXCL12.
Deletion of CXCL12 in FRCs reduces Treg migration and immune suppressive effects for activated T cells. (A) Comparison of CXCL12 expression in supernatants of FRC culture 24 hours after incubation (n = 3/group). (B) Chemotaxis assay of CD4+ T cells toward CM from WT-FRCs or CXCL12-KO-FRCs (n = 3/group). (C) Comparison of CXCR4 expression between CD4+CD25–Foxp3– and CD4+CD25+Foxp3+ T cells (n = 3/group). (D) T cell activation assay of CD3+ T cells cocultured with WT-FRCs or CXCL12-KO-FRCs (n = 3/group). (E) Differentiation of CD4+ T cells into Th1, Th2, Th17, and Treg subsets in the presence of WT-FRCs or CXCL12-KO-FRCs (n = 3/group). (F) mRNA expression of IFN-γ and granzyme b in CD3+ T cells cocultured with WT-FRCs or CXCL12-KO-FRCs (n = 3/group). (G) Comparison of IDO, TGF-β1, IL-10, and PD-L1 expression between CXCL12lo and CXCL12hi FRCs in mouse LNs (n = 3/group). (H) Comparison of IDO, IL-10, and TGF-β1 expression between CXCL12lo and CXCL12hi FRCs in human LNs (n = 3/group). (I) Flow cytometry analysis of CD4+ Th1 differentiation with or without FRCs. CD4+ T cells were pretreated with DMSO, CXCR4 antagonist, or pertussis toxin for 1 hour (n = 3/group). Student’s t test for comparisons between 2 groups. One-way ANOVA with Tukey’s multiple-comparisons test for multiple comparisons. Data are represented as means ± SEM. *P < 0.05; **P < 0.01; ***P < 0.001; ****P < 0.0001.
CXCL12hi FRCs possess a more immunosuppressive phenotype. Next, we investigated the immunomodulatory function of CXCL12+ FRCs on T cell alloimmune responses by flow cytometry. Coculture of CD4+ and CD8+ T cells with CXCL12-KO-FRCs induced more effector T cells (CD44+CD62L–) compared with WT-FRCs (Figure 5D). Coculture of CD4+ T cells with CXCL12-KO-FRCs induced more differentiation to Th1 and Th17 cells and less differentiation to Th2 and Treg cells compared with WT-FRCs (Figure 5E). Coculture with WT-FRCs suppressed the mRNA expression of IFN-γ and granzyme b in activated CD3+ T cells. CXCL12 KO-FRCs had less of a suppressive effect on IFN-γ expression and even increased expression of granzyme b in T cells (Figure 5F).
Previous studies have shown that FRCs regulate T cell activation and differentiation through the expression of immunoregulatory cytokines, including IDO and TGF-β1 (15, 20, 39). We examined the expression of immunosuppressive molecules, including IDO, IL-10, TGF-β1, and PD-L1 by CXCL12hi and CXCL12lo populations in WT-FRCs. Flow cytometry analysis revealed that the CXCL12hi population expressed higher levels of IDO, IL-10, TGF-β1, and PD-L1 compared with the CXCL12lo population (Figure 5G).
We also evaluated CXCL12 expression in FRCs retrieved from human LNs and compared the expression of these immunosuppressive molecules between the CXCL12hi and CXCL12lo subsets. IF staining revealed CXCL12 expression in isolated FRCs from human LNs (Supplemental Figure 10A). Flow cytometry showed that approximately 80% of the FRC population expressed CXCL12 (Supplemental Figure 10B). Consistent with the mouse data, expression levels of IDO, IL-10, and TGF-β1 were higher in CXCL12hi FRCs than CXCL12lo FRCs (Figure 5H).
Next, we investigated the interaction between FRC-derived CXCL12 and its main receptor, CXCR4, on T cells (40). We pretreated CD4+ T cells with the CXCR4 antagonist AMD3100 or pertussis toxin, which inactivates diverse Gi/o G-protein–coupled receptors (41), and evaluated the suppressive effect of WT-FRCs on Th1 differentiation by flow cytometry. Both the CXCR4 antagonist and pertussis toxin reduced the suppressive effect of WT-FRCs, but they did not show any effect without FRCs (Figure 5I).
Nanodelivery of CXCL12 to DLNs prolongs heart allograft survival. Since CXCL12 appears to be integral for the suppressive effects of FRCs, we evaluated the effect of targeted nanodelivery of CXCL12 on allograft survival (Figure 6A). To deliver CXCL12 into DLNs efficiently, we encapsulated CXCL12 into poly (D, L-lactide-co-glycolide)-based (PLGA-based) nanoparticles (NPs), coated with MECA-79 antibody (CXCL12-MECA79-NPs) as previously reported (20, 42, 43). The hydrodynamic size of CXCL12-MECA79-NPs was around 90–120 nm, similar to empty NPs (Figure 6B) (20). The loading efficiency was approximately 25% (Figure 6C). Our in vitro kinetic assay showed that the release of CXCL12 from the NPs was sustained over 2 weeks (Figure 6D). We prepared Alexa Fluor 594–conjugated CXCL12 (Alexa Fluor 594–CXCL12) and Alexa Fluor 594–CXCL12 encapsulated into MECA-79-NPs (Alexa Fluor 594–CXCL12–MECA79–NPs). These were injected on day 7 after skin transplantation. At 24 hours after injection, ex vivo fluorescence imaging of DLNs showed that labeled CXCL12 more strongly accumulated in the DLNs from mice injected with Alexa Fluor 594–CXCL12–MECA79–NPs compared with those from mice injected with Alexa Fluor 594–CXCL12 without NP encapsulation (Figure 6E). IF staining also showed an accumulation of labeled CXCL12 in DLNs from Alexa Fluor 594–CXCL12–MECA79–NP–injected mice, mainly located inside HEVs and in the parenchyma around the HEVs (Figure 6F).
Nano delivery of CXCL12 to LNs prolongs heart allograft survival. (A) Schematic of Alexa Fluor 594–CXCL12–MECA79–NP synthesis. (B) Hydrodynamic size of MECA79-CXCL12-NPs in dynamic light-scattering analysis. (C) Loading efficiency of CXCL12 in NPs. (D) Release kinetics of CXCL12-NPs. (E) Ex vivo fluorescence imaging of DLNs from skin allograft recipients injected i.v. with free Alexa Fluor 594–CXCL12 or Alexa Fluor 594–CXCL12–MECA–79–NPs (n = 4 mice/group). (F) Representative images of DLNs 24 hours after i.v. injection of Alexa Fluor 594–CXCL12–MECA79–NPs. Scale bars: 100 μm (G) Comparison of heart allograft survival among recipient groups (n = 4–6 mice/group). (H) Representative images of heart allografts (n = 3 mice/group). Scale bars: 200 μm. log-rank test for graft survival. Student’s t test for comparisons between 2 groups. Data are represented as means ± SEM. *P < 0.05; **P < 0.01; ***P < 0.001.
To evaluate the therapeutic effect, heart allografts from BALB/c donors were transplanted into WT C57BL/6J mice treated with anti-CD40L (125 μg i.v. on days 0 and 1) and with or without CXCL12-MECA79-NP treatment (5 μg i.v. on days –1, 0, 1, 2, and 3). Deletion of CXCL12 in FRCs shortened heart allograft survival as compared with WT recipients (P = 0.005, 15.5 days versus 40.5 days), while recipients treated with CXCL12-MECA79-NPs had prolonged heart allograft survival compared with those without CXCL12-MECA79-NP treatment (P = 0.007, 97 days vs 40.5 days) (Figure 6G). IF staining showed greater infiltration of inflammatory immune cells and markedly higher collagen 1 expression in heart allografts of the untreated control recipients than the CXCL12-MECA79-NP–treated recipients (Figure 6H). These results demonstrated that targeted delivery of CXCL12 to DLNs regulated the alloimmune response and prolonged allograft survival after heart transplantation.
We first investigated the homing of adoptively transferred FRCs into LNs. In Chst4-GFP mice, injected FRCs were observed within the HEV complex and accumulated in the surrounding HEV area, suggesting that FRCs might migrate into LNs via HEVs. Future real-time imaging of LNs following FRC injection could provide visualization of their trafficking and the steps FRCs undergo to transmigrate across HEVs. Previous studies demonstrated that CCR7-modified mesenchymal stem cells (MSCs) enhance the homing efficiency of transferred cells into LNs and attenuate the immune response during graft-versus-host disease (44). Our study revealed that FRCs express various adhesion molecules and chemokine receptors. Among those molecules, CD44 has been reported to promote the extravasation of activated T cells by binding to endothelial hyaluronan (45, 46). However, the precise roles of each adhesion molecule in the homing of FRCs to LNs remain to be fully elucidated.
A proinflammatory milieu within the DLNs drives LN remodeling (4, 12, 22, 47–50). Such structural and functional changes in LNs could interfere with DC and T cell interaction and the formation of iTregs under costimulatory blockade (12). Along with others, we have demonstrated that FRCs express a variety of immunoregulatory molecules, including IDO and PD-L1 (12, 39). Our research also shows that FRCs can modulate their microenvironment and regulate the composition of laminins, which may play a critical role in supporting Treg development and maintenance (2, 3, 19, 20). In this study, we demonstrated that the adoptive transfer of WT-FRCs following heart transplantation induces an immunosuppressive microenvironment, reduces fibrosis within DLNs, and promotes the homing of naive T cells into LNs. Taken together, these findings suggest that FRCs mediate immune tolerance through diverse direct and indirect mechanisms. FRCs are also known to express MHC class II, with its expression upregulated in response to inflammatory stimuli (51). However, we demonstrated that adoptive transfer of MHC class II KO-FRCs similarly improved heart allograft survival under anti-CD40L treatment. These results suggest that the immunoregulatory effects of FRCs are mediated through mechanisms independent of MHC class II.
In this study, we generated FRC-specific conditional KO mice using the constitutive Ccl19-Cre line, which is a well-established Cre model to study FRC biology (26, 28, 31, 52–55). Like many other conditional KO, the Cre-loxP system may potentially affect the CCL19+ population in other tissues; however, our findings suggest that the off-target deletion effects of LTβR and CXCL12 in other cell types, if any, are minimal.
LTβR signaling is key to the development and maturation of LNs (15, 22, 24, 28). In this study, we generated FRC-specific LTβR-KO mice, permitting a focus on LTβR expression selectively in FRCs. Using adoptively transferred allogeneic TCR-Tg T cells, we found that Ccl19CreLtbrfl/fl recipients had more activated alloreactive T cells for both MHC class I– and II–restricted antigens, including CD4+ effector T cells, CD8+ effector T cells, CD4+IFNγ+ T cells, and CD8+ IFNγ+ T cells compared with WT C57BL/6J recipients. These results revealed that lack of LTβR signaling in FRCs increased alloantigen-specific alloreactivity, abrogating the tolerogenic effects of costimulatory blockade. Furthermore, we demonstrated that enhancing LTβR signaling with LTβR agonism improved heart allograft survival, synergizing with the effects of costimulatory blockade. Considering the importance of LTβR signaling in FRCs on transplant tolerance, more efficient targeted delivery of LTβR agonists to FRCs in LNs might provide a therapeutic option for regulating immune responses in transplant recipients.
Previous studies have established the importance of LTβR signaling in FRCs for effective antiviral immune responses (28, 54). However, our findings demonstrate that Ccl19CreLtbrfl/fl mice had extensive alloreactive responses in a heart-transplantation model with anti-CD40L treatment. This discrepancy likely reflects fundamental differences between immune responses in infectious immunity and transplant alloimmunity. In our heart transplantation model treated with anti-CD40L, we observed that anti-CD40L therapy downregulated genes involved in antigen presentation and T cell–mediated immunity across different FRC subsets. However, the mechanisms of reprogramming by anti-CD40L treatment are complex and likely multifactorial. Generally, anti-CD40L targets CD40L-expressing activated T and B cells, thereby reducing their interaction with CD40+ antigen-presenting cells, such as DCs. This mechanism suppresses the infiltration of donor-reactive T cells, mitigates the humoral immune response, and promotes Treg induction (56–58). Considering the mechanism of FRC reprogramming by anti-CD40L, it is likely that FRCs are influenced not only by their interactions with CD40L+ cells but also by the state of CD40-expressing DCs, which are themselves affected by anti-CD40L–mediated inhibition. DCs are known to interact with FRCs and play a crucial role in regulating FRC biology via the CLEC2/PDPN axis (14, 16), further adding to the complexity of this mechanism.
Recent high-resolution analysis with confocal microscopy and scRNA-Seq revealed the topological and genetic heterogeneity of FRCs in LNs (12, 20, 22, 23, 25). Our scRNA-Seq of LNSCs showed coenrichment of Ltbr and Cxcl12 expression in a specific subset of FRCs. LTβR signaling initiates both canonical and noncanonical NF-κB pathways, promoting gene transcription of cytokines, including Ccl19 and Ccl21, and cell adhesion molecules (24, 59, 60). Previous studies have shown that LTβR stimulation upregulates CXCL12 expression via the noncanonical NF-κB pathway in BECs and LECs (35, 36, 61). Indeed, our in vitro study of FRCs also showed that LTβR signaling in FRCs contributes to the secretion of CXCL12. Building on this finding, we determined that deletion of either LTβR or CXCL12 in FRCs abrogated the effect of costimulatory blockade on allograft survival after heart transplantation, supporting the theory that LTβR signaling in FRCs improves allograft survival by inducing CXCL12.
CXCL12 is a homeostatic chemokine involved in the migration and proliferation of immune and hematopoietic cells (62–64). Our scRNA-Seq of LNSCs from anti-CD40L–treated DLNs after heart transplantation showed that CXCL12hi FRCs expressed higher levels of Ccl19 and Ccl21 and exhibited enrichment in chemotaxis and cell migration–related genes compared with CXCL12lo FRCs. In the T cell zone, CCL19 and CCL21 are key chemokines for CCR7+ naive T cell migration to LNs through HEVs, which is a key process for the formation of Tregs under anti-CD40L treatment after transplantation (12, 23, 65–68). Our intravital imaging and IF analysis of adoptively transferred T cells confirmed that genetic deletion of LTβR and CXCL12 in FRCs impaired T cell homing into LNs. Based on these results, we speculated that CXCL12+ FRCs facilitate transplant tolerance by promoting T cell trafficking to DLNs and suppressing T cell–mediated immunity after heart transplantation.
FRC-specific CXCL12-KO mice showed impaired T cell trafficking and abrogated the effect of costimulatory blockade on allograft survival after heart transplantation. Among FRC subsets, CXCL12 expression was upregulated mainly in TRCs, MedRCs, and PRCs after transplantation. TRCs are known to control cell interactions between T cells and DCs by guiding them and providing the appropriate stromal niche (69–73). FRCs in the T cell zone are reported to suppress T cell activation via IDO, adenosine 2A receptor, and TGFβR (39, 74). Indeed, both mouse and human CXCL12hi FRCs expressed more immunosuppressive molecules, including IDO and IL-10, compared with the CXCL12lo FRCs. Furthermore, CXCL12hi FRCs also expressed higher levels of Il-7 and Il-33 compared with CXCL12lo FRCs. TRCs and MRCs are known to express IL-7, which supports the survival and homeostasis of naive T cells (75, 76). IL-33 is primarily expressed by TRCs and MedRCs (77), and it helps to sustain Tregs (38, 78) as well as suppress proinflammatory Th1 cells (79). We found that CXCL12+ FRCs proliferated in DLNs after heart transplantation with anti-CD40L treatment, which may also contribute to the induction of tolerance by facilitating T cell trafficking and suppression of T cell immunity. These findings suggest that CXCL12hi FRCs suppress T cell activation and induce transplant tolerance through a complex mechanism involving a variety of chemokines, cytokines, and immunosuppressive molecules.
Our study also demonstrated that the number of DCs in naive LNs was reduced in both Ccl19CreLtbrfl/fl and Ccl19CreCxcl12fl/fl mice compared with WT C57BL/6J mice. This finding was accompanied by impaired DC homing in Ccl19CreLtbrfl/fl mice, a phenomenon that was reversed by FRC administration. We postulate that FRC-mediated homing of DCs and naive T cells to LNs promotes the efficacy of anti-CD40L in converting naive T cells to iTregs. Tolerogenic DCs express a variety of regulatory molecules that can further potentiate Treg formation (80–82).
We demonstrated that Ccl19CreCxcl12fl/fl mice exhibited enhanced GC activity, as evidenced by increased frequencies of GL7+ GC B cells, IgD-negative class-switched B cells, and a lower Tfr/Tfh ratio. We postulate that Tfr cells might also be affected by the lack of CXCL12 expression in FRCs, potentially through the regulation of naive T cell homing or impaired immune cell regulation in LNs. Tfr cells play a pivotal role in modulating Tfh and B cell activation and suppressing GC responses (83–88). Future studies are warranted to examine the function of CXCL12+ FRCs in models of antibody-mediated rejection.
Transwell assays with CXCL12-KO-FRCs showed impaired T cell migration, especially of CD4+ Tregs, which have expressed higher levels of CXCR4 as compared with non-Tregs. In addition, treatment with CXCL12-MECA79-NP improved allograft survival, indicating the activity of CXCL12 in DLNs, especially in the vicinity of HEVs, on transplant tolerance. In a previous study, CXCL12 promoted the differentiation of Tregs and increased IL-10 expression in an experimental autoimmune encephalomyelitis model by TCR-stimulated human T cells (89–91). CXCL12 also attracted Tregs, facilitating the creation of an immunosuppressive microenvironment in a model of bone marrow transplantation (92, 93). The TCR associated with and transactivated CXCR4, promoting stabilization of cytokine mRNA transcripts, including Il-2, Il-4, and Il-10, in an in vitro study of human peripheral blood T cells stimulated through CD3 and CD28 (94). Both IL-4 and IL-10 have been shown to suppress cell-mediated immune responses (95, 96) and contribute to the differentiation of CD4+ T cells into Th2 cells (97–99). Taking these data together, the CXCL12-CXCR4 axis may contribute to FRC-mediated suppression of T cell–mediated immunity in DLNs and the protective effect of CXCL12hi FRCs on allograft survival after heart transplantation through several regulatory mechanisms.
CXCL12 is an attractive therapeutic target for transplantation, as it has been used in other models (62, 100–102). CXCL12 is regulated by posttranslational modification, including proteolytic removal of NH2- or COOH-terminal amino acids. These modifications result in reduced or abrogated biological activity (62, 103). Therefore, an appropriate delivery system must be constructed to provide a sustained effect of CXCL12 treatment. Previous studies have demonstrated effective delivery of CXCL12 using NPs or scaffolds for bone repair by promoting the homing of adoptively transferred MSCs to the bone marrow (101, 102). Here, we demonstrated that a CXCL12-targeted delivery system using MECA79-NPs could localize efficiently to DLNs. This system can provide both sustained release of CXCL12 from the encapsulated NPs and escape from rapid degradation prior to its arrival at the DLNs, thereby enhancing the bioavailability of the chemokine. This modality of efficient CXCL12 delivery targeting DLNs might facilitate the recruitment of naive T cells into the DLNs and differentiation toward iTregs under costimulatory blockade, resulting in prolonged graft survival after heart transplantation.
We have established the critical role of CXCL12hi FRCs in promoting transplant tolerance using a heterotopic heart-transplantation model. Applying similar strategies to other orthotopic transplantation models will be of significant interest.
In summary, we have demonstrated that the expression of both LTβR and CXCL12 by FRCs is important for promoting tolerance after heart transplantation. CXCL12hi FRCs contribute to constraining T cell–mediated immunity and facilitating T cell differentiation toward immunosuppressive phenotypes. Therefore, targeted delivery of CXCL12 to LNs could support immune tolerance in transplantation.
Sex as a biological variable. For studies involving humans and/or animal models, sex was not considered as a biological variable. Our study exclusively examined female mice to ensure data consistency and reduce variability among experimental groups. It is unknown whether the findings are relevant for male mice.
Mice. All experiments used weight-matched mice that were maintained in specific pathogen–free environments at 8–12 weeks of age.
Seven- to eight-week-old WT C57BL/6J (referred to as WT mice; stock 00064), BALB/cByJ (referred to as BALB/c mice; stock 001026), B6.Cg-Tg(CAG-DsRed*MST)1Nagy/J (referred to as DsRed mice; stock 006051), B6.Cg-Gt(ROSA)26Sortm14(CAG-tdTomato)Hze/J (referred to as RCL-tdT mice; stock 007914), B6.FVB-1700016L21RikTg (ItgaxDTR/EGFP)57Lan/J (CD11c-DTR/GFP, referred to as CD11c-GFP mice; stock 004509), B6.Cg-Tg(Chst4-EGFP)23Nrud/J (referred to as Chst4-GFP mice; stock 022787), and B6.129S2-H2dlAb1-Ea/J mice (referred to as MHC classIIKO mice; stock 003584) were purchased from The Jackson Laboratory. Ccl19Cre mice were a gift from Shannon Turley at Genentech (South San Francisco, California, USA). Ccl19Cre mice were crossed with the floxed allele of Ltbr or Cxcl12 mice to generate Ccl19CreLtbrfl/fl mice or Ccl19CreCxcl12fl/fl mice. Ccl19Cre mice were crossed with RCL-tdT mice to generate Ccl19CretdTomato mice. Genotyping was performed by PCR, according to the protocol from The Jackson Laboratory. TCR Tg mice expressing the TEa TCR (recognizing I-Ed [Eα52-68] antigen in the context of I-Ab) (104) were provided by A.Y. Rudensky (Memorial Sloan Kettering Cancer Center, New York, USA). TCR Tg mice expressing the 2C TCR (recognizes the Ld class I MHC antigen SIYRYYGL peptide in the context of the H2b MHC class I molecule) (105) were provided by Thomas Gajewski (Ludwig Center for Cancer Research, University of Chicago, Chicago, Illinois, USA).
Mouse heterotopic cardiac transplantation and skin transplantation. Vascularized intraabdominal heterotopic heart transplantation was performed using microsurgical techniques, as previously described (20). WT C57BL/6J mice, Ccl19CreLtbrfl/fl mice, or Ccl19CreCxcl12fl/fl mice were transplanted with heterotopic heart allografts from BALB/c mice. As the standard protocol in this study, anti-CD40L mAb (MR1, 125 μg i.v. on days 0 and 1, BioXCell, BE0017-1) or CTLA4-Ig (Abatacept, 500 μg i.p. on day 0 and 250 μg i.p. on days 2, 4, 6, 8, Bristol-Myers Squibb) was administered to recipient mice. In the heart-transplantation model with FRC treatment, FRCs (2.0 × 105 cells per injection, i.v. on days –1, 1, 3, and 5 after transplantation) and anti-CD40L (MR1, 125 μg i.v. on day 0) were administered. For the synergistic study of anti-LTβR agonist mAb with anti-CD40L mAb in the heart transplantation model, anti-LTβR agonist mAb (clone 3C8, 20 μg i.v. on day 0, Thermo Fisher Scientific, 16-5671-82) and anti-CD40L (MR1, 40 μg i.v. on day 0) were administered. The status of the heart allograft was monitored daily by abdominal palpation. Rejection was defined as the complete cessation of a palpable heartbeat, which was confirmed by direct visualization at laparotomy.
Mouse skin transplantation was performed, as previously described (4). Briefly, full-thickness skin was harvested from donor BALB/c mice. Skin allograft was cut into a 1 cm2 graft and sutured with 6-0 silk onto the upper back wounds of the recipient B6 mice. The skin grafts were protected using bandages until mice were sacrificed.
Adoptive transfer of TCR-Tg T cells in heterotopic cardiac transplantation model. TEa CD4+ T cells were isolated from CD45.1-TEa TCR-Tg mice using the CD4+ T Cell Isolation Kit, mouse (Miltenyi Biotec, 130-104-454). 2C CD8+ T cells were isolated from CD45.1-2C TCR-Tg mice using the CD8a (Ly-2) MicroBeads, mouse (Miltenyi Biotec, 130-117-044). TEa CD4+ and 2C CD8+ T cells (3.0 × 106 cells each) were i.v. transferred into WT C57BL/6J mice or Ccl19CreLtbrfl/fl mice. Heterotopic heart allografts from BALB/c mice were transplanted 24 hours after transfer. At 96 hours after transplantation, DLNs were harvested, and the responses of transferred TCR-Tg T cells were analyzed by flow cytometry.
FRC isolation from mouse LNs and human LNs. Human iliac LNs were obtained from recipients of kidney transplants before receiving immunosuppression. FRCs from mouse and human LNs were isolated and purified as described previously (4). Details are available in Supplemental Methods.
Evaluation of FRC trafficking in LNs and other organs. The distribution of injected FRCs was evaluated by IF staining, intravital imaging, and flow cytometry. Details are available in Supplemental Methods.
In vivo migration assay of DsRed+CD3+ T cells with WT C57BL/6J mice. CD3+ T cells were isolated from the spleens of DsRed mice using the EasySep Mouse T Cell Isolation Kit (STEMCELL Technologics, 19851). For the FRC-treated groups, WT-FRCs (2.0 × 105 cells per injection) were administrated i.v. 4 times, every other day. Twenty-four hours after the final FRC injection, 1.5 × 107 DsRed+ T cells were injected i.v. At 12 hours after the injection of DsRed+ T cells, the distribution of injected DsRed+ T cells in the inguinal LNs, with and without FRC treatment, was evaluated by IF staining and flow cytometry.
Immunohistochemistry and IF staining. Immunohistochemistry and IF staining were performed with standard protocols. All images were captured using, ZEISS Axiolab5 (Carl Zeiss AG), the EVOS FL Auto 2 Imaging System (Thermo Fisher Scientific), or Athena Olympus FV3000 Confocal microscope (Olympus). For quantification, 3–5 random microscopic fields for each individual section were assessed. The percentages of positive area, the number of positive cells observed in low power fields, and the MFI were measured. Details are available in Supplemental Methods.
Histological scoring. Histological scoring of heart allografts was performed with a modified method from the International Society for Heart and Lung Transplantation (106, 107), as described previously (20, 42). Lymphocyte infiltration was graded from 0 to 4. The vascular score was evaluated by a combination of the vascular occlusion score and perivascular cellular infiltration. The vascular occlusion score was evaluated from grade 0 to 3 for every vessel. The perivascular cellular infiltration score was graded from 0 to 3.
Flow cytometry. Flow cytometry was performed with standard protocols. Details are available in Supplemental Methods.
RNA analyses. Total cellular RNA was isolated from primary cells using TRIzol Reagent (Thermo Fisher Scientific, 15596026) according to the manufacturer’s protocol. cDNA was synthesized using the iScript cDNA Synthesis Kit (Bio-Rad, 1708891). SYBR Green PCR Master Mix (Bio-Rad, 1725274) was used for quantitative PCR (qPCR). qPCR analysis was performed on the QuantStudio 3 Real-Time PCR System (Thermo Fisher Scientific). GAPDH was used as the internal controls. The ΔΔCT method was used to calculate relative gene expression of target genes with the internal controls. All primers used in this study are listed in Supplemental Table 1.
scRNA-seq. To assess the LNSCs at the transcriptional level after heart transplantation (day 8 after heart transplantation, anti-CD40L [250 μg, day 0]), we performed scRNA-Seq. Details are available in Supplemental Methods.
Seven FRC cell types from the previously published dataset (NCBI’s Gene Expression Omnibus database [GEO] GSE206837) were also used in this study (19). scRNA-Seq data for naive human LNSCs were also used from published data (E-MTAD-10206) (27). CXCL12 high/low subsets are defined based on the 1st quantile of expression of CXCL12. Genes with log2-fold change greater than 0.58 and FDR less than 0.05 are considered as significantly differential expressed. We used the R package “clusterProfiler” to perform GO overrepresentation analysis of DEGs to identify the enriched pathways between conditions. Enriched GO terms were identified with FDR of less than 0.05.
In vivo migration assay with WT C57BL/6J mice and Ccl19CreCxcl12fl/fl mice in skin transplantation model. CD3+ T cells were isolated from the spleens of WT C57BL/6J mice using EasySep Mouse T Cell Isolation Kit and stained with CMFDA dye according to the manufacturer’s protocols (Thermo Fisher, C2925). To evaluate T cell trafficking into DLNs, 9.0 × 106 CMFDA dye–stained CD3+ T cells were injected into WT C57BL/6J mice and Ccl19CreCxcl12fl/fl mice i.v. on day 8 after skin transplantation. At 2 hours after injections, DLNs were collected and evaluated by IF. The number of CMFDA+ T cells was counted in 1.6 mm2 of around HEVs area randomly.
Intravital imaging of T cell homing into LNs from WT C57BL/6J mice and Ccl19CreCxcl12fl/fl mice. CMFDA dye–stained CD3+ T cells were prepared to evaluate T cell trafficking. To visualize HEVs in LNs, 40 μg Alexa Fluor 647–conjugated anti–ER-TR7 antibody (Santa Cruz Biotechnology, sc-73355 AF647) was injected intravenously into WT C57BL/6J mice and Ccl19CreCxcl12fl/fl mice 2 hours before imaging. Mice were anesthetized by i.p. injection of 100 mg/kg ketamine and 10 mg/kg xylazine. Then, 1.5 × 107 CMFDA dye–stained CD3+ T cells and TRITC–Dextran (average mol wt 155,000 Da, 5 mg/mL, 100 μL; Sigma-Aldrich, T1287) dissolved in 1× PBS were injected 0.5 hours before imaging. The popliteal LNs were exposed surgically and confocal intravital imaging was performed (IVM-CMS3, IVIM Technology). Twenty-five Z-stack images were obtained with a 3 μm axial interval. Time-lapse images were obtained at a 1-minute time interval for 20 minutes with 5 sequential Z-stack images of 3 μm axial interval.
Measurements of secreted CXCL12 from FRC. Details are available in Supplemental Methods.
Chemotaxis assay with conditional medium from cultured FRCs. Details are available in Supplemental Methods.
Evaluation of effects of FRCs on T cell activation and differentiation from naïve T cells. Details are available in Supplemental Methods.
Evaluation of the inhibition of CXCR4 and G protein–coupled receptor on Th1 differentiation. Details are available in Supplemental Methods.
Synthesis and characterization of NPs. Details are available in Supplemental Methods.
Evaluation of CXCL12-MECA79-NP distribution. Details are available in Supplemental Methods.
Statistics. Data are expressed as means ± SEM. Unpaired 2-tailed t tests were used to assess the significance of comparisons between 2 groups, and 1-way ANOVA with post hoc Tukey’s multiple-comparisons test was used for comparison among more than 2 groups. A log-rank test was used for graft survival. P values of less than 0.05 were considered statistically significant for all comparisons.
Study approval. All animal experiments were approved by the IACUC of Brigham and Women’s Hospital (protocol 0167). The study protocol was reviewed and approved by the Institutional Review Board at the Brigham and Women’s Hospital and was conducted in full compliance with the principles of the Declaration of Helsinki. For the analysis of FRCs from human LNs, all patients provided written, informed consent. The study was approved by the Ethics Committees of the University of Maryland School of Medicine (IRB # HM-HP-00092098-6).
Data availability. The raw data of scRNA-Seq for LNSCs after heart transplantation have been deposited in the NCBI’s Gen Expression Omnibus database (GEO GSE262918). Values for all data points in graphs are reported in the Supporting Data Values file.
YY designed and performed experiments, analyzed and interpreted data, and drafted the manuscript. GS performed experiments and interpreted data. JZ designed and performed experiments. SJ prepared NPs, performed experiments, and analyzed data. AJS, XL, MWS, LL, WP, LW, and TZ performed experiments. YS analyzed scRNA-Seq data. SA and PK performed intravital imaging and interpreted data. VK and JRA critically revised the manuscript. RA and JSB designed the study, interpreted the data, and critically revised and finalized the manuscript. The order of the co–first authors was determined by the time spent and their scientific contributions to the paper.
This work was supported in part by NIH P01AI153003 (to JSB and RA), R01AI114496 (to JSB), R37AI062765 (to JSB), P01AI175397 (to RA), U01AI170056 (to RA), and R35HL166640 (to RA). Additional support was also provided by a grant from the American Society of Nephrology (John Merrill Grant in Transplantation to JZ), the American Heart Association (Career Development Award to JZ, award number 24CDA1037449), and the overseas research fellowship program from Takeda Science Foundation (to YY). We thank A.Y. Rudensky (Memorial Sloan Kettering Cancer Center, New York, New York, USA) and Thomas Gajewski (Ludwig Center for Cancer Research, University of Chicago, Chicago, Illinois, USA) for providing TCR Tg mice expressing the TEa TCR and the 2C TCR, respectively. The graphical abstract was created in BioRender. Yamamura, Y. (2025) https://BioRender.com/g38y705.
Address correspondence to: Reza Abdi, Transplantation Research Center, Brigham and Women’s Hospital, 221 Longwood Ave, Boston, Massachusetts 02115, USA. Phone: 617.732.5259; Email: rabdi@rics.bwh.harvard.edu. Or to: Jonathan S. Bromberg, Department of Surgery and Center of Vascular and Inflammatory Diseases, University of Maryland School of Medicine, 22 S. Greene St., S8B11, Baltimore, Maryland 21201, USA. Phone: 410.328.0008; Email: jbromberg@som.umaryland.edu.
Conflict of interest: The authors have declared that no conflict of interest exists.
Copyright: © 2025, Yamamura et al. This is an open access article published under the terms of the Creative Commons Attribution 4.0 International License.
Reference information: J Clin Invest. 2025;135(9):e182709.https://doi.org/10.1172/JCI182709.