Warshel Institute for Computational Biology, School of Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen 518172, China.
Int J Mol Sci. 2022 May 5;23(9):5166. doi: 10.3390/ijms23095166.
The pathogenesis of systemic lupus erythematosus (SLE) and rheumatoid arthritis (RA) are greatly influenced by different immune cells. Nowadays both T-cell receptor (TCR) and B-cell receptor (BCR) sequencing technology have emerged with the maturity of NGS technology. However, both SLE and RA peripheral blood TCR or BCR repertoire sequencing remains lacking because repertoire sequencing is an expensive assay and consumes valuable tissue samples. This study used computational methods TRUST4 to construct TCR repertoire and BCR repertoire from bulk RNA-seq data of both SLE and RA patients' peripheral blood and analyzed the clonality and diversity of the immune repertoire between the two diseases. Although the functions of immune cells have been studied, the mechanism is still complicated. Differentially expressed genes in each immune cell type and cell-cell interactions between immune cell clusters have not been covered. In this work, we clustered eight immune cell subsets from original scRNA-seq data and disentangled the characteristic alterations of cell subset proportion under both SLE and RA conditions. The cell-cell communication analysis tool CellChat was also utilized to analyze the influence of MIF family and GALECTIN family cytokines, which were reported to regulate SLE and RA, respectively. Our findings correspond to previous findings that MIF increases in the serum of SLE patients. This work proved that the presence of LGALS9, PTPRC and CD44 in platelets could serve as a clinical indicator of rheumatoid arthritis. Our findings comprehensively illustrate dynamic alterations in immune cells during pathogenesis of SLE and RA. This work identified specific V genes and J genes in TCR and BCR that could be used to expand our understanding of SLE and RA. These findings provide a new insight inti the diagnosis and treatment of the two autoimmune diseases.
系统性红斑狼疮(SLE)和类风湿关节炎(RA)的发病机制受不同免疫细胞的影响很大。如今,T 细胞受体(TCR)和 B 细胞受体(BCR)测序技术随着 NGS 技术的成熟而出现。然而,SLE 和 RA 外周血 TCR 或 BCR 库测序仍然缺乏,因为库测序是一种昂贵的检测方法,并且消耗有价值的组织样本。本研究使用计算方法 TRUST4 从 SLE 和 RA 患者外周血的批量 RNA-seq 数据构建 TCR 库和 BCR 库,并分析了两种疾病之间免疫库的克隆性和多样性。尽管已经研究了免疫细胞的功能,但机制仍然很复杂。尚未涵盖每种免疫细胞类型的差异表达基因以及免疫细胞簇之间的细胞-细胞相互作用。在这项工作中,我们从原始 scRNA-seq 数据中对 8 种免疫细胞亚群进行聚类,并梳理了 SLE 和 RA 两种情况下免疫细胞亚群比例的特征变化。还利用细胞通讯分析工具 CellChat 分析了分别报道调节 SLE 和 RA 的 MIF 家族和半乳糖凝集素家族细胞因子的影响。我们的发现与 MIF 在 SLE 患者血清中增加的先前发现相符。这项工作证明了血小板中 LGALS9、PTPRC 和 CD44 的存在可以作为类风湿关节炎的临床指标。我们的研究结果全面说明了 SLE 和 RA 发病机制中免疫细胞的动态变化。这项工作确定了 TCR 和 BCR 中特定的 V 基因和 J 基因,可用于扩展我们对 SLE 和 RA 的理解。这些发现为这两种自身免疫性疾病的诊断和治疗提供了新的视角。