Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2025 Jul 9:16:1596609.
doi: 10.3389/fimmu.2025.1596609. eCollection 2025.

Spectral cytometry of rheumatoid arthritis patients implicates myeloid dendritic cells and granular HLA-DR+CD15+CD16+ cells in pro-inflammatory antigen presentation

Affiliations

Spectral cytometry of rheumatoid arthritis patients implicates myeloid dendritic cells and granular HLA-DR+CD15+CD16+ cells in pro-inflammatory antigen presentation

Christian Geier et al. Front Immunol. .

Abstract

Introduction: Rheumatoid arthritis (RA) is a systemic autoimmune disease that leads to inflammation of synovial joints and other organs. Many RA patients "share" a common peptide sequence within the HLA-DR (MHC II) molecule expressed on antigen-presenting cells (APC), suggesting that HLA-DR+ cells are important in RA inflammation. We use HLA-DR positivity to comprehensively immunophenotype APC by spectral cytometry.

Methods: We measured mean fluorescence intensities (MFI) of HLA-DR and molecules associated with dendritic cells (CD141, CD1c, CD163, CD11c, CD123, and CD303), monocytes (CD14 and CD16), granulocytic markers (CD15 and CCR3), co-stimulatory molecules (CD86 and CD275), and chemokine receptors (CCR2, CCR3, and CCR7) from RA patients and healthy donors by spectral flow cytometry.

Results: DC2 (CD1c+) showed higher CD86, CD275 (ICOS-L), CD56, and CCR7 in RA (all p < 0.05). CD56 was also increased in (CD163+) DC3 (p = 0.0453). CD15 was increased throughout RA dendritic cell subsets and classical and intermediate monocytes (all p < 0.01). Except for B cells, HLA-DR was not different in RA. A distinct HLA-DR+CD15+CD16+ population appeared in RA (p = 0.0004), which contributed a mean of 1.3% (± SD 2.85%) to the overall HLA-DR+ APC compartment. This HLA-DR+CD15+CD16+ subset was positive for CD83, CD275, and, like plasmacytoid pDC, CD303+. However, in contrast to pDC, it formed distinct t-SNE clusters and differed from reference pDC (CD123+CD303+) by much less CD123 (p < 0.01). The HLA-DR+CD15+CD16+ phenotype correlated with clinical markers of systemic inflammation (p < 0.01).

Discussion: In conclusion, dendritic cell and monocyte alterations in RA include an increased co-stimulatory phenotype of CD1c+ DC2 and CD163+ DC3 with increased CD56 and CD15 in dendritic cells and monocytes. Moreover, the blood of RA patients contains HLA-DR+ cells with shared dendritic cell and granulocytic features. These phenotypic characterizations of RA patients implicate CD1c+ DC2 and CD163+ DC3 in the systemic autoimmune disease rheumatoid arthritis and suggest that increased HLA-DR+ phenotypes with shared granulocytic and dendritic cell features can contribute to RA, potentially by providing enhanced co-stimulatory presentation of self-antigen(s) to CD4+ T lymphocytes.

Keywords: CD1c+ dendritic cells; antigen-presenting cell; intermediate monocytes; low-density granulocytes; myeloid cells; rheumatoid arthritis.

PubMed Disclaimer

Conflict of interest statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.

Figures

Figure 1
Figure 1
Gating strategy (A–F) and immunophenotype (G–L) of CD1c+ dendritic cells (DC2; CD1c+). Mean fluorescence intensities (MFI) were measured by spectral cytometry (y-axis). RA DC2 are characterized by higher MFI for CD56 (A), CD15 (B), the co-stimulatory molecules CD86 and CD275 (ICOS-L) (C, D), and C–C chemokine receptor type 7 (E). HLA-DR MFI did not differ between RA and controls (F). Blue, healthy control donors; orange, RA patients. RA index patients are highlighted in red.
Figure 2
Figure 2
CD56 in APC and NK cell populations. Representative flow cytometry plots, gated on non-lymphoid live singlets (CD3-CD19-). CD56 (x-axis) and HLA-DR (y-axis). Gated are HLA-DR+ antigen-presenting cells (red gates; A, B). Distinct CD56+ NK cells are marked with gray circles. (C-F): NK cells (purple) and monocytes (blue) classified using the SPADE algorithm and dendritic cells (orange) were backgated as color-coded dot plots and manually overlayed with a contour view representation showing increased CD56 APC (solid arrows) and the APC gating strategy (dashed borders). CD56 (x-axis) and HLA-DR (y-axis). Left panels, healthy control donor. Right panels, RA patient.
Figure 3
Figure 3
Monocytes (A–F) and CD15 in APC subsets (G–M) in healthy control donors (blue) and RA patients (orange). Mean fluorescence intensities (MFI) were measured by spectral cytometry (y-axis). RA intermediate monocytes differed by higher MFI for CD275 (A), CD163 (B), CD15 (C), C–C chemokine receptor type 2 (D), and CD14 (E). Classical monocytes had higher CD15 (F). CD15 in DC1 (G), DC2 (H), DC3 (I), pDC (J), classical monocytes (K), non-classical monocytes (L), and intermediate monocytes (M). RA index patients are highlighted separately (red).
Figure 4
Figure 4
Quantification of CD15+CD16+ and CD15+CD16+HLA-DR+ in RA and healthy control donors. (A) Representative flow cytometry of CD15 (x-axis) and CD16 (y-axis). Left plot, index patient 005 at the initial visit at a time of severe disease. Right plot, the same patient after starting treatment. (B) Representative healthy control donor. (C) Quantification of CD15+CD16+ in healthy controls (blue) and RA patients (orange), in % live lymphocyte singlets. (D) Quantification of HLA-DR+CD15+CD16+ in healthy controls (blue) and RA patients (orange), in % live lymphocyte singlets. (E) Quantification of CD15+CD16+ in healthy controls (blue) and RA patients (orange), in cells/mL of blood. (F) Quantification of HLA-DR+CD15+CD16+ in healthy controls (blue) and RA patients (orange), in cells/mL of blood. For (C–F), index patients are highlighted in red.
Figure 5
Figure 5
HLA-DR+CD15+CD16+ (in % leukocytes; y-axis) and markers of inflammation (x-axis) in RA patients. RA index patients are highlighted separately. (A) ESR, Erythrocyte sedimentation rate. (B) CRP, C-reactive protein.
Figure 6
Figure 6
A model of how the changes in the blood APC (HLA-DR+) compartment can contribute to the pathophysiology of RA. Left: In healthy individuals, the blood APC compartment contains DC and monocytes that can present antigen to induce protective T cell responses. Right: In RA, there is (1) an increase in co-stimulatory molecules, adhesion and migratory molecules in dendritic cells, and monocytes and (2) appearance of an CD15+CD16+HLA-DR+ phenotype that is positive for CD83, CD275—consistent with pro-inflammatory co-stimulation, migration, and adhesive properties suggesting involvement by altered antigen presentation to T lymphocytes. Many additional cell types contribute to RA. Created using Biorender.

References

    1. McInnes IB, Schett G. The pathogenesis of rheumatoid arthritis. N Engl J Med. (2011) 365:2205–19. doi: 10.1056/NEJMra1004965, PMID: - DOI - PubMed
    1. Pishesha N, Harmand TJ, Ploegh HL. A guide to antigen processing and presentation. Nat Rev Immunol. (2022) 22(12):751-64. doi: 10.1038/s41577-022-00707-2, PMID: - DOI - PubMed
    1. Gregersen PK, Silver J, Winchester RJ. The shared epitope hypothesis. An approach to understanding the molecular genetics of susceptibility to rheumatoid arthritis. Arthritis Rheumatol. (1987) 30:1205–13. doi: 10.1002/art.1780301102, PMID: - DOI - PubMed
    1. Holoshitz J. The rheumatoid arthritis HLA–DRB1 shared epitope. Curr Opin Rheumatol. (2010) 22(3):293–8. doi: 10.1097/BOR.0b013e328336ba63, PMID: - DOI - PMC - PubMed
    1. Aletaha D, Neogi T, Silman AJ, Funovits J, Felson DT, Bingham CO, et al. Rheumatoid arthritis classification criteria: an American College of Rheumatology/European League Against Rheumatism collaborative initiative. Arthritis Rheumatol. (2010) 62:2569–81. doi: 10.1002/art.27584, PMID: - DOI - PubMed

MeSH terms