Hong Yuechang, Yang Minghui, Xu Xin, Wang Peng, Fu Minqiang, Xiong Renying, OuYang Jianjiang
School of Clinical Medicine, Jiangxi University of Traditional Chinese Medicine, Nanchang, Jiangxi Province, People's Republic of China.
Department of Sports Medicine, Affiliated Hospital of Jiangxi University of Traditional Chinese Medicine, Nanchang, People's Republic of China.
Ren Fail. 2025 Dec;47(1):2532855. doi: 10.1080/0886022X.2025.2532855. Epub 2025 Jul 23.
Mitochondrial dysfunction is linked to hyperuricemia (HUA), but its genetic pathophysiology is not yet fully understood. We employed Mendelian randomization (MR) to integrate multi-omics data and explore the associations between mitochondrial-related genes and HUA.
We conducted a summary data-based MR analysis to investigate potential targets associated with HUA by integrating mitochondrial-related DNA methylation, gene expression, and protein quantitative trait loci. Additionally, to further explore the potential associations between DNA methylation, gene expression, and protein abundance, we performed MR and co-localization analyses to examine causal relationships between candidate gene methylation and expression, as well as between gene expression and protein abundance.
Through the integration of multi-omics evidence, we identified one primary gene, NUDT2, and three secondary genes, BOLA1, COMT, and HAGH. At the protein level, NUDT2 and COMT are negatively correlated with HUA risk, whereas BOLA1 and HAGH are positively correlated with HUA risk. Our analysis revealed a positive correlation between the methylation of cg06605933 in BOLA1 and its protein levels, which aligns with the negative effect of cg06605933 methylation on HUA risk. Additionally, we observed a positive correlation between NUDT2 gene expression and protein levels, confirming its beneficial effect on HUA risk. Strong co-localization support was found between the methylation of cg06605933 (PPH4 = 85.1%) in BOLA1 and protein abundance, as well as between NUDT2 gene expression (PPH4 = 96.6%) and protein levels.
Our study identified mitochondrial genes NUDT2, BOLA1, COMT, and HAGH as potentially associated with HUA risk, supported by evidence from various omics levels.
线粒体功能障碍与高尿酸血症(HUA)相关,但其遗传病理生理学尚未完全明确。我们采用孟德尔随机化(MR)方法整合多组学数据,探讨线粒体相关基因与HUA之间的关联。
我们进行了基于汇总数据的MR分析,通过整合线粒体相关的DNA甲基化、基因表达和蛋白质数量性状位点,研究与HUA相关的潜在靶点。此外,为进一步探索DNA甲基化、基因表达和蛋白质丰度之间的潜在关联,我们进行了MR和共定位分析,以检验候选基因甲基化与表达之间以及基因表达与蛋白质丰度之间的因果关系。
通过整合多组学证据,我们鉴定出一个主要基因NUDT2和三个次要基因BOLA1、COMT和HAGH。在蛋白质水平上,NUDT2和COMT与HUA风险呈负相关,而BOLA1和HAGH与HUA风险呈正相关。我们的分析显示,BOLA1中cg06605933的甲基化与其蛋白质水平呈正相关,这与cg06605933甲基化对HUA风险的负面影响一致。此外,我们观察到NUDT2基因表达与蛋白质水平呈正相关,证实了其对HUA风险的有益作用。在BOLA1中cg06605933的甲基化(PPH4 = 85.1%)与蛋白质丰度之间,以及NUDT2基因表达(PPH4 = 96.6%)与蛋白质水平之间,发现了强烈的共定位支持。
我们的研究确定线粒体基因NUDT2、BOLA1、COMT和HAGH可能与HUA风险相关,这得到了来自不同组学水平证据的支持。