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鉴定和实验验证铁死亡相关基因 SLC2A3 参与类风湿关节炎。

Identification and experimental validation of ferroptosis-related gene SLC2A3 is involved in rheumatoid arthritis.

机构信息

Graduate School, Guangdong Medical University, Zhanjiang, 524023, Guangdong, China.

The First Clinical College, Guangdong Medical University, Zhanjiang, 524023, Guangdong, China.

出版信息

Eur J Pharmacol. 2023 Mar 15;943:175568. doi: 10.1016/j.ejphar.2023.175568. Epub 2023 Feb 2.

Abstract

BACKGROUND

Ferroptosis, an iron-dependent manner of lipid peroxidative cell death, has recently been reported to be strongly associated with rheumatoid arthritis (RA). Targeted ferroptosis may be a potential treatment for RA.

METHODS

We combined bioinformatics analysis and machine learning algorithm to screen the characteristic gene of RA. Moreover, we used gene set enrichment analysis (GSEA) to investigate the biological function of feature gene and CIBERSORT algorithm to analyze the correlation between selected hub gene and immune cells. The CellMiner database was used to predict potential drugs for RA. Finally, it was further verified by in vitro cell experiment.

RESULTS

SLC2A3 was identified as an important potential biomarker based on bioinformatics methods and machine learning algorithms. SLC2A3 encodes the predominantly neuronal glucose transporter 3 (GLUT3). GSEA showed that SLC2A3 high-expression group was correlated with metabolic pathways. Immune cell infiltration analysis showed that SLC2A3 was positively correlated with activated mast cell expression. RSL3 is an activator of ferroptosis that binds to and inactivates GPX4, mediating ferroptosis regulated by GPX4. In our experiment, we treated synovial fibroblast-like cells of RA (RA-FLS) with RSL3 (Ferroptosis inducers) and found that RSL3 can downregulate SLC2A3 expression and induce ferroptosis in RA-FLS.

CONCLUSIONS

Our study identifies and validates ferroptosis-related gene SLC2A3 as a potential biomarker for the diagnosis and treatment of RA. It was also found that RSL3 can induce ferroptosis in RA-FLS via lead to the downregulation of SLC2A3.

摘要

背景

铁死亡是一种依赖铁的脂质过氧化细胞死亡方式,最近有报道称其与类风湿关节炎(RA)密切相关。靶向铁死亡可能是 RA 的一种潜在治疗方法。

方法

我们结合生物信息学分析和机器学习算法筛选 RA 的特征基因。此外,我们使用基因集富集分析(GSEA)来研究特征基因的生物学功能,并用 CIBERSORT 算法分析选定的枢纽基因与免疫细胞的相关性。使用 CellMiner 数据库预测 RA 的潜在药物。最后,通过体外细胞实验进一步验证。

结果

基于生物信息学方法和机器学习算法,我们鉴定出 SLC2A3 是一个重要的潜在生物标志物。SLC2A3 编码主要存在于神经元中的葡萄糖转运蛋白 3(GLUT3)。GSEA 表明 SLC2A3 高表达组与代谢途径相关。免疫细胞浸润分析表明 SLC2A3 与活化肥大细胞表达呈正相关。RSL3 是一种铁死亡激活剂,它与 GPX4 结合并使其失活,调节由 GPX4 介导的铁死亡。在我们的实验中,我们用 RSL3(铁死亡诱导剂)处理 RA 的滑膜成纤维样细胞(RA-FLS),发现 RSL3 可以下调 SLC2A3 的表达并诱导 RA-FLS 发生铁死亡。

结论

本研究确定并验证了与铁死亡相关的基因 SLC2A3 作为 RA 诊断和治疗的潜在生物标志物。还发现 RSL3 通过导致 SLC2A3 下调来诱导 RA-FLS 发生铁死亡。

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