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Transcriptomic profiling after B cell depletion reveals central and peripheral immune cell changes in multiple sclerosis
Jessica Wei, … , Pierre-Paul Axisa, David A. Hafler
Jessica Wei, … , Pierre-Paul Axisa, David A. Hafler
Published March 11, 2025
Citation Information: J Clin Invest. 2025;135(11):e182790. https://doi.org/10.1172/JCI182790.
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Research Article Autoimmunity Immunology

Transcriptomic profiling after B cell depletion reveals central and peripheral immune cell changes in multiple sclerosis

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Abstract

Multiple sclerosis (MS) is a complex, genetically mediated autoimmune disease of the CNS, in which anti-CD20–mediated B cell depletion is remarkably effective in the treatment of early disease. Although previous studies investigated the effect of B cell depletion on select immune cell subsets using flow cytometry–based methods, the therapeutic effect on the patient’s immune landscape is unknown. In this study, we explored how B cell–depleting therapies modulate the immune landscape using single-cell RNA-Seq. We demonstrate that B cell depletion led to cell-type–specific changes in the abundance and function of cerebrospinal fluid (CSF) macrophages and peripheral blood monocytes. Specifically, a CSF-specific macrophage population with an antiinflammatory transcriptomic signature and peripheral CD16+ monocytes increased in frequency after B cell depletion. This was accompanied by increases in TNF-α mRNA and protein levels in monocytes following B cell depletion, consistent with the finding that anti–TNF-α treatment exacerbated autoimmune activity in MS. In parallel, B cell depletion induced changes in peripheral CD4+ T cell populations, including increases in the frequency of TIGIT+ Tregs and marked decreases in the frequency of myelin peptide–loaded, tetramer-binding CD4+ T cells. Collectively, this study provides an exhaustive transcriptomic map of immunological changes, revealing different cell-type–specific reprogramming as a result of B cell depletion treatment of MS.

Authors

Jessica Wei, Jeonghyeon Moon, Yoshiaki Yasumizu, Le Zhang, Khadir Radassi, Nicholas Buitrago-Pocasangre, M. Elizabeth Deerhake, Nicolas Strauli, Chun-Wei Chen, Ann Herman, Rosetta Pedotti, Catarina Raposo, Isaiah Yim, Jenna Pappalardo, Erin E. Longbrake, Tomokazu S. Sumida, Pierre-Paul Axisa, David A. Hafler

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Figure 6

Detailed analysis of CD4+ T cell alterations following anti-CD20 treatment.

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Detailed analysis of CD4+ T cell alterations following anti-CD20 treatme...
(A) Schematic illustration of the analysis of CD4+ T cells using reference mapping and NMFproj. From CSF and PBMC samples, CD4+ T cells were extracted using Azimuth, and detailed CD4+ T clusters were predicted using Symphony. The 12 gene programs were calculated using NMFproj. (B) Inferred CD4+ T cell clusters on the UMAP plot. The clusters were assigned to either a major cluster (L1) or a detailed cluster (L2) level. (C and D) Cell frequency changes after anti-CD20 treatment in CSF (C) and PBMCs (D). Coefficients of cell frequency change per cluster L2 quantified using a generalized linear model with beta distribution are visualized on the UMAP plot (left). The populations with cell frequency increases following B cell depletion treatment are shown in red. CD4+ T cluster frequency before and after B cell depletion therapy (right). Substantially altered clusters are shown. See Supplemental Figure 10C and Supplemental Figure 11C for additional details. (E and F) Alterations of gene programs extracted by NMFproj after anti-CD20 treatment in CSF (E) and PBMCs (F). Dot plots depicting NMF cell feature changes in each cell type (left). Dot colors show coefficients, and sizes show the significance of GLM (method). The coefficient (Coef.) of the gene program change per cluster for some gene programs is shown on the UMAP plots (right). Annotations and representative genes of gene programs are as follows: NMF0 (cytotoxic-feature [cytotoxic-F]; GZMB, CX3CR1); NMF1 (Treg-F; FOXP3, IL2RA); NMF2 (Th17-F; RORC, CCR6); NMF3 (naive-F; CCR7, BACH2); NMF4 (activation-F [Act-F]; DACT1, CDK6), NMF5 (Treg Eff/Th2-F; HLA-DRs, CCR10); NMF6 (Tfh-F; MAF, CXCR5); NMF7 (IFN-F; OAS1, MX1); NMF8 (central memory-F; CRIP2, PLP2); NMF9 (thymic emigrant-F; SOX4, PECAM1); NMF10 (tissue-F; JUNB, NFKBIA); and NMF11 (Th1-F; GZMK, EOMES). P values were calculated using the Wald test of regression coefficients.

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ISSN: 0021-9738 (print), 1558-8238 (online)

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