Comprehensive multiomics analysis identifies PYCARD as a key pyroptosis-related gene in osteoarthritis synovial macrophages.

IF 5.7 2区 医学 Q1 IMMUNOLOGY
Frontiers in Immunology Pub Date : 2025-03-24 eCollection Date: 2025-01-01 DOI:10.3389/fimmu.2025.1558139
Zihao Yao, Yuexin Li, Hanwen Mai, Zhuolun Wang, Haiyan Zhang, Daozhang Cai, Xiangjiang Wang
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引用次数: 0

Abstract

Background: Osteoarthritis (OA) is a chronic joint disease that significantly impairs quality of life. Synovitis plays a pivotal role in OA progression, and pyroptosis, a form of programmed cell death associated with innate immune inflammation, may contribute to the pathogenesis of OA synovitis. Nevertheless, the precise role of pyroptosis in OA pathogenesis remains poorly understood.

Methods: We performed an analysis of bulk RNA sequencing data to examine the expression profiles of pyroptosis-related genes in the OA synovium. A LASSO-Cox regression model was employed to identify pivotal genes. Single-cell RNA sequencing data were used to validate the expression of these genes in specific synovial cell clusters. Differentially expressed genes (DEGs) in macrophages with high or low expression levels of core genes were subjected to enrichment analysis. A protein-protein interaction (PPI) network was constructed to identify hub genes, and potential therapeutic compounds were predicted. Consensus clustering analysis was performed to examine the correlations between hub genes and disease status. After identifying PYCARD as the core pyroptosis gene in OA macrophages, we assessed the expression levels of PYCARD in the OA synovium and validated the expression of PYCARD and its related core genes in M1 macrophages.

Results: A total of twenty pyroptosis-related DEGs were identified, and six core genes were selected through LASSO regression. PYCARD was identified as the key pyroptosis gene in macrophages. Furthermore, 57 therapeutic compounds targeting these genes were predicted. Validation confirmed the upregulation of PYCARD in the OA synovium and M1 macrophages.

Conclusion: PYCARD was identified as the core pyroptosis gene in OA macrophages, and 57 potential therapeutic compounds were identified. This study offers valuable insights into potential treatment targets for OA.

综合多组学分析发现PYCARD是骨关节炎滑膜巨噬细胞中关键的热降解相关基因。
背景:骨关节炎(OA)是一种严重影响生活质量的慢性关节疾病。滑膜炎在骨性关节炎的进展中起关键作用,而焦亡,一种与先天免疫炎症相关的程序性细胞死亡形式,可能有助于骨性关节炎滑膜炎的发病机制。然而,焦亡在OA发病机制中的确切作用仍然知之甚少。方法:我们对大量RNA测序数据进行了分析,以检查OA滑膜中焦热相关基因的表达谱。采用LASSO-Cox回归模型鉴定关键基因。单细胞RNA测序数据用于验证这些基因在特定滑膜细胞簇中的表达。对核心基因高表达或低表达的巨噬细胞中的差异表达基因(DEGs)进行富集分析。构建蛋白-蛋白相互作用(PPI)网络来鉴定枢纽基因,并预测潜在的治疗化合物。采用一致聚类分析来检验枢纽基因与疾病状态之间的相关性。在确定PYCARD为OA巨噬细胞的核心焦噬基因后,我们评估了PYCARD在OA滑膜中的表达水平,并验证了PYCARD及其相关核心基因在M1巨噬细胞中的表达。结果:共鉴定出20个与热解相关的deg,并通过LASSO回归筛选出6个核心基因。PYCARD是巨噬细胞中关键的焦亡基因。此外,还预测了57种靶向这些基因的治疗化合物。验证证实了PYCARD在OA滑膜和M1巨噬细胞中的上调。结论:PYCARD是OA巨噬细胞的核心焦亡基因,并鉴定出57种潜在的治疗化合物。这项研究为OA的潜在治疗靶点提供了有价值的见解。
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来源期刊
CiteScore
9.80
自引率
11.00%
发文量
7153
审稿时长
14 weeks
期刊介绍: Frontiers in Immunology is a leading journal in its field, publishing rigorously peer-reviewed research across basic, translational and clinical immunology. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians and the public worldwide. Frontiers in Immunology is the official Journal of the International Union of Immunological Societies (IUIS). Encompassing the entire field of Immunology, this journal welcomes papers that investigate basic mechanisms of immune system development and function, with a particular emphasis given to the description of the clinical and immunological phenotype of human immune disorders, and on the definition of their molecular basis.
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