Department of Orthopedics, The Third Affiliated Hospital of Anhui Medical University, The First People's Hospital of Hefei, 390 Huaihe Road, Hefei, 230061, Anhui, China.
Inflamm Res. 2023 May;72(5):955-970. doi: 10.1007/s00011-023-01720-4. Epub 2023 Mar 30.
Osteoarthritis (OA) is one of degenerative-related arthritis, which can be aggravated by low-grade synovitis. It is known that arachidonic acid (AA) dysmetabolism brings OA synovitis. However, the impact of synovial AA metabolism pathway (AMP) related genes on OA remains uncovered.
Here, we conducted a comprehensive analysis to explore the impact of AA metabolism genes in OA synovium. We obtained transcriptome expression profiles from three raw datasets related to OA synovium (GSE12021, GSE29746, GSE55235) and identified the hub genes of AA metabolism pathways (AMP) in OA synovium. An OA occurrence diagnostic model was constructed and validated based on the identified hub genes. Then, we explored the correlation between hub gene expression and the immune-related module using CIBERSORT and MCP-counter analysis. The unsupervised consensus clustering analysis and weighted correlation network analysis (WGCNA) were utilized to identify robust clusters of identified genes in each cohort. Moreover, the interaction between the hub genes of AMP and immune cells was elucidated through single-cell RNA (scRNA) analysis by scRNA sequencing data from GSE152815.
We found that the expression of AMP-related genes was up-regulated in OA synovium, and seven hub genes (LTC4S, PTGS2, PTGS1, MAPKAPK2, CBR1, PTGDS, and CYP2U1) were identified. The diagnostic model that combined the identified hub genes showed great clinical validity in diagnosing OA (AUC = 0.979). Moreover, significant associations were noticed between the hub genes' expression, immune cell infiltration, and inflammatory cytokine levels. The 30 OA patients were randomized and clustered into three groups using WGCNA analysis based on the hub genes, and diverse immune status was found in different clusters. Of interest, older patients were more likely to be classified into a cluster with higher levels of inflammatory cytokines IL-6 and less infiltration of immune cells. Based on the scRNA-sequencing data, we found that the hub genes had relatively higher expression in macrophages and B cells than other immune cells. Moreover, inflammation-related pathways were significantly enriched in macrophages.
These results suggest that AMP-related genes are closely involved in alterations of OA synovial inflammation. The transcriptional level of hub genes could serve as a potential diagnostic marker for OA.
骨关节炎(OA)是一种与退行性变相关的关节炎,其可因低度滑膜炎而加重。已知花生四烯酸(AA)代谢异常会导致 OA 滑膜炎。然而,滑膜 AA 代谢途径(AMP)相关基因对 OA 的影响仍不清楚。
在这里,我们进行了一项全面的分析,以探讨 AA 代谢基因在 OA 滑膜中的作用。我们从三个与 OA 滑膜相关的原始数据集(GSE12021、GSE29746、GSE55235)中获得转录组表达谱,并鉴定出 OA 滑膜中 AA 代谢途径(AMP)的枢纽基因。基于鉴定出的枢纽基因构建并验证了 OA 发生的诊断模型。然后,我们使用 CIBERSORT 和 MCP-counter 分析探索了枢纽基因表达与免疫相关模块之间的相关性。使用每个队列中的鉴定基因的无监督共识聚类分析和加权相关网络分析(WGCNA)来识别稳健的聚类。此外,通过 GSE152815 的单细胞 RNA(scRNA)分析阐明了 AMP 枢纽基因与免疫细胞之间的相互作用。
我们发现 AMP 相关基因在 OA 滑膜中表达上调,鉴定出七个枢纽基因(LTC4S、PTGS2、PTGS1、MAPKAPK2、CBR1、PTGDS 和 CYP2U1)。结合鉴定出的枢纽基因的诊断模型在诊断 OA 方面具有出色的临床有效性(AUC=0.979)。此外,枢纽基因的表达与免疫细胞浸润和炎症细胞因子水平之间存在显著关联。通过 WGCNA 分析,对 30 名 OA 患者进行随机分组和聚类,根据枢纽基因分为三组,发现不同簇中存在不同的免疫状态。有趣的是,年龄较大的患者更有可能被归类为具有较高炎症细胞因子 IL-6 水平和免疫细胞浸润较少的聚类。基于 scRNA-seq 数据,我们发现枢纽基因在巨噬细胞和 B 细胞中的表达水平相对高于其他免疫细胞。此外,炎症相关途径在巨噬细胞中显著富集。
这些结果表明,AMP 相关基因与 OA 滑膜炎症的改变密切相关。枢纽基因的转录水平可作为 OA 的潜在诊断标志物。