Regulation of reactive oxygen species and the role of mitochondrial apoptotic-related genes in rheumatoid arthritis

被引:3
作者
Gao, Conghui [1 ]
Zhang, Chengqiang [1 ]
Wen, Lixing [1 ]
Zhang, Gailian [1 ]
Liu, Xiaoping [1 ]
Wang, Jie [1 ]
Cui, Luping [1 ]
Li, Rui [1 ]
Nie, Tingting [1 ]
Duan, Jiaoniu [1 ]
Guo, Yingying [1 ]
机构
[1] Shanxi Prov Peoples Hosp, Dept Rheumatol & Immunol, Taiyuan 030012, Peoples R China
来源
SCIENTIFIC REPORTS | 2025年 / 15卷 / 01期
关键词
Rheumatoid arthritis; Mitochondrial apoptosis; Biomarker; Single-cell sequencing; Reactive oxygen metabolism; AMPK/mTOR signaling pathway; R PACKAGE; MIF;
D O I
10.1038/s41598-025-85460-x
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Previous research suggests mitochondrial apoptosis alleviates rheumatoid arthritis (RA), but the role of mitochondrial apoptosis-related genes (MARGs) is unclear. Urgent exploration of RA-related mitochondrial apoptosis biomarkers is needed. Gene Expression Ontology (GEO)-derived RA datasets were used to identify differentially expressed genes (DEGs) compared to normal controls, intersected with MARGs to obtain differentially expressed mitochondrial apoptosis-related genes (DE-MARGs). Three ML algorithms screened diagnostic biomarkers. A nomogram was built and validated by receiver operating characteristic (ROC) analysis. Gene Set Enrichment Analysis (GSEA), regulatory network, and drug prediction explored biomarker mechanisms. Finally, key cells analysis included clustering, type annotation, pseudo-temporal study, and interaction, focusing on validated biomarker expression in those cells. A total of 147 DE-MARGs linked to energy & ROS metabolism were identified. Four validated biomarkers (MRPS10, EEF2, HSPA9, TUFM) formed a new RA diagnostic model. Moreover, GSEA linked them to oxidative phosphorylation. YY1 regulates EEF2, HSPA9, MRPS10; FOXO3 regulates EEF2, TUFM. Drugs like Nonoxynol-9, Nedocromil, Gadobutrol target these biomarkers. In addition, biomarkers are expressed in plasmablasts, with CD74 as a key receptor binding multiple ligands. RA biomarkers (MRPS10, EEF2, HSPA9, TUFM) linked to energy & ROS, progression tied to AMPK/mTOR, CD74-MIF crucial. Study advances RA pathogenesis knowledge, supporting clinical diagnosis.
引用
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页数:14
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