Go to The Journal of Clinical Investigation
  • About
  • Editors
  • Consulting Editors
  • For authors
  • Publication ethics
  • Publication alerts by email
  • Transfers
  • Advertising
  • Job board
  • Contact
  • Physician-Scientist Development
  • Current issue
  • Past issues
  • By specialty
    • COVID-19
    • Cardiology
    • Immunology
    • Metabolism
    • Nephrology
    • Oncology
    • Pulmonology
    • All ...
  • Videos
  • Collections
    • In-Press Preview
    • Resource and Technical Advances
    • Clinical Research and Public Health
    • Research Letters
    • Editorials
    • Perspectives
    • Physician-Scientist Development
    • Reviews
    • Top read articles

  • Current issue
  • Past issues
  • Specialties
  • In-Press Preview
  • Resource and Technical Advances
  • Clinical Research and Public Health
  • Research Letters
  • Editorials
  • Perspectives
  • Physician-Scientist Development
  • Reviews
  • Top read articles
  • About
  • Editors
  • Consulting Editors
  • For authors
  • Publication ethics
  • Publication alerts by email
  • Transfers
  • Advertising
  • Job board
  • Contact
Single-cell transcriptome analysis and protein profiling reveal broad immune system activation in IgG4-related disease
Chenyang Lu, Shasha Li, Pingying Qing, Qiuping Zhang, Xing Ji, Zhigang Tang, Chunyan Chen, Tong Wu, Yidan Hu, Yi Zhao, Xiaohui Zhang, Qi He, David A. Fox, Chunyu Tan, Yubin Luo, Yi Liu
Chenyang Lu, Shasha Li, Pingying Qing, Qiuping Zhang, Xing Ji, Zhigang Tang, Chunyan Chen, Tong Wu, Yidan Hu, Yi Zhao, Xiaohui Zhang, Qi He, David A. Fox, Chunyu Tan, Yubin Luo, Yi Liu
View: Text | PDF
Resource and Technical Advance Inflammation

Single-cell transcriptome analysis and protein profiling reveal broad immune system activation in IgG4-related disease

  • Text
  • PDF
Abstract

IgG4-related disease (IgG4-RD) is a systemic autoimmune disease with unclear pathogenesis. We performed single-cell RNA-seq and surface proteome analyses on 61,379 PBMCs from 9 treatment-naive IgG4-RD patients and 7 age- and sex-matched healthy controls. Integrative analyses were performed for altered gene expression in IgG4-RD, and flow cytometry and immunofluorescence were used for validation. We observed expansion of plasmablasts with enhanced protein processing and activation, which correlated with the number of involved organs in IgG4-RD. Increased proportions of CD4+ cytotoxic T lymphocytes (CTLs), CD8+ CTLs-GNLY (granulysin), and γδT cells with enhanced chemotaxis and cytotoxicity but with suppressed inhibitory receptors characterize IgG4-RD. Prominent infiltration of lymphocytes with distinct compositions were found in different organs of IgG4-RD patients. Transcription factors (TFs), including PRDM1/XBP1 and RUNX3, were upregulated in IgG4-RD, promoting the differentiation of plasmablasts and CTLs, respectively. Monocytes in IgG4-RD have stronger expression of genes related to cell adhesion and chemotaxis, which may give rise to profibrotic macrophages in lesions. The gene activation pattern in peripheral immune cells indicated activation of multiple interaction pathways between cell types, in part through chemokines or growth factors and their receptors. Specific upregulation of TFs and expansion of plasmablasts and CTLs may be involved in the pathogenesis of IgG4-RD, and each of these populations are candidate targets for therapeutic interventions in this disease.

Authors

Chenyang Lu, Shasha Li, Pingying Qing, Qiuping Zhang, Xing Ji, Zhigang Tang, Chunyan Chen, Tong Wu, Yidan Hu, Yi Zhao, Xiaohui Zhang, Qi He, David A. Fox, Chunyu Tan, Yubin Luo, Yi Liu

×

Figure 5

Detailed characterization of other immune cells in IgG4-RD.

Options: View larger image (or click on image) Download as PowerPoint
Detailed characterization of other immune cells in IgG4-RD.
(A) UMAP plo...
(A) UMAP plot of subgroups of other immune cells. CM, classical monocyte; IM, intermediate monocyte; NCM, nonclassical monocyte; NK, natural killer cell; DC, dendritic cell; pDC, plasmacytoid dendritic cell. (B) Projection of cells expressing CD14 and FCGR3A to the UMAP plots. (C) Flow cytometry showing proportions of CMs, IMs, and NCMs in HCs (n = 7) and IgG4-RD patients (n = 25). Significance was determined by Student’s t test (CD14++CD16– MNs and CD14–CD16++ MNs) or Mann-Whitney test (CD14+CD16+ MNs). (D) Projection of cells expressing CCR1 and CX3CR1 to the UMAP plots. (E) Representative immunofluorescence for CX3CL1 and CCL5 in salivary glands from controls and IgG4-RD patients (repeated 3 times for each group). Scale bars: 50 μm. (F) Volcano plot showing the differentially expressed genes (DEGs) between monocytes from IgG4-RD and HCs. (G) GO analysis using Metascape for upregulated genes in monocytes from IgG4-RD versus HCs. (H) Violin plots showing expression levels of indicated genes in monocytes of IgG4-RD and HCs. (I) RETN was mainly expressed in CMs in the single-cell data and serum resistin levels were elevated in IgG4-RD patients (n = 28) compared with HCs (n = 9). Significance was determined by Mann-Whitney test. (J) Volcano plot showing the DEGs in DCs/pDCs from IgG4-RD compared with HCs. (K) Volcano plot showing the DEGs in NK cells from IgG4-RD compared with HCs. (L) Heatmap showing expression levels of cell activation-, migration-, and cytotoxicity-associated genes in NK cells from IgG4-RD and HCs. Results are shown as mean ± SD. Exact 2-tailed P values are given. Significance was determined by Student’s t test or Mann-Whitney test. *P < 0.05.

Copyright © 2026 American Society for Clinical Investigation
ISSN 2379-3708

Sign up for email alerts