Department of Stomatology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, College of Stomatology, Shanghai Jiao Tong University, Shanghai, China.
Department of Pathology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Front Immunol. 2021 Jul 23;12:697157. doi: 10.3389/fimmu.2021.697157. eCollection 2021.
Primary Sjögren's syndrome (pSS) is a chronic systemic autoimmune disease of the exocrine glands characterized by specific pathological features. Previous studies have pointed out that salivary glands from pSS patients express a unique profile of cytokines, adhesion molecules, and chemokines compared to those from healthy controls. However, there is limited evidence supporting the utility of individual markers for different stages of pSS. This study aimed to explore potential biomarkers associated with pSS disease progression and analyze the associations between key genes and immune cells.
We combined our own RNA sequencing data with pSS datasets from the NCBI Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) bioinformatics analysis. Salivary gland biopsies were collected from 14 pSS patients, 6 non-pSS patients, and 6 controls. Histochemical staining and transmission electron micrographs (TEM) were performed to macroscopically and microscopically characterize morphological features of labial salivary glands in different disease stages. Then, we performed quantitative PCR to validate hub genes. Finally, we analyzed correlations between selected hub genes and immune cells using the CIBERSORT algorithm.
We identified twenty-eight DEGs that were upregulated in pSS patients compared to healthy controls. These were mainly involved in immune-related pathways and infection-related pathways. According to the morphological features of minor salivary glands, severe interlobular and periductal lymphocytic infiltrates, acinar atrophy and collagen in the interstitium, nuclear shrinkage, and microscopic organelle swelling were observed with pSS disease progression. Hub genes based on above twenty-eight DEGs, including MS4A1, CD19, TCL1A, CCL19, CXCL9, CD3G, and CD3D, were selected as potential biomarkers and verified by RT-PCR. Expression of these genes was correlated with T follicular helper cells, memory B cells and M1 macrophages.
Using transcriptome sequencing and bioinformatics analysis combined with our clinical data, we identified seven key genes that have potential value for evaluating pSS severity.
原发性干燥综合征(pSS)是一种慢性系统性自身免疫性外分泌腺疾病,其特征为特定的病理特征。先前的研究指出,与健康对照者相比,pSS 患者的唾液腺表达独特的细胞因子、黏附分子和趋化因子谱。然而,目前仅有有限的证据支持个别标志物可用于不同阶段的 pSS。本研究旨在探讨与 pSS 疾病进展相关的潜在生物标志物,并分析关键基因与免疫细胞之间的相关性。
我们结合自己的 RNA 测序数据和来自 NCBI 基因表达综合数据库(GEO)的 pSS 数据集,进行生物信息学分析,以识别差异表达基因(DEGs)。我们收集了 14 例 pSS 患者、6 例非 pSS 患者和 6 例对照者的唾液腺活检组织。进行组织化学染色和透射电镜(TEM)检查,以宏观和微观方式描绘不同疾病阶段的唇腺形态特征。然后,我们通过定量 PCR 验证枢纽基因。最后,我们使用 CIBERSORT 算法分析选定的枢纽基因与免疫细胞之间的相关性。
我们鉴定出 28 个在 pSS 患者中上调的 DEGs,这些基因主要参与免疫相关和感染相关途径。随着 pSS 疾病的进展,我们观察到小唾液腺的形态特征为小叶间和导管周围淋巴细胞浸润严重、腺泡萎缩和间质胶原、核皱缩和微观细胞器肿胀。基于上述 28 个 DEGs 的枢纽基因,包括 MS4A1、CD19、TCL1A、CCL19、CXCL9、CD3G 和 CD3D,被选为潜在的生物标志物,并通过 RT-PCR 进行验证。这些基因的表达与滤泡辅助性 T 细胞、记忆 B 细胞和 M1 巨噬细胞相关。
我们通过转录组测序和生物信息学分析,结合我们的临床数据,确定了七个对评估 pSS 严重程度具有潜在价值的关键基因。