Institute of Bioinformatics and Applied Biotechnology (IBAB), Bengaluru, Karnataka, India.
Manipal Academy of Higher Education, Manipal, Karnataka, India.
PLoS One. 2019 Nov 8;14(11):e0224632. doi: 10.1371/journal.pone.0224632. eCollection 2019.
Several studies have reported mitochondrial dysfunction in rheumatoid arthritis (RA). Many nuclear DNA (nDNA) encoded proteins translocate to mitochondria, but their participation in the dysfunction of this cell organelle during RA is quite unclear. In this study, we have carried out an integrative analysis of gene expression, protein-protein interactions (PPI) and gene ontology data. The analysis has identified potential implications of the nDNA encoded proteins in RA mitochondrial dysfunction. Firstly, by analysing six synovial microarray datasets of RA patients and healthy controls obtained from the gene expression omnibus (GEO) database, we found differentially expressed nDNA genes that encode mitochondrial proteins. We uncovered some of the roles of these genes in RA mitochondrial dysfunction using literature search and gene ontology analysis. Secondly, by employing gene co-expression from microarrays and collating reliable PPI from seven databases, we created the first mitochondrial PPI network that is specific to the RA synovial joint tissue. Further, we identified hubs of this network, and moreover, by integrating gene expression and network analysis, we found differentially expressed neighbours of the hub proteins. The results demonstrate that nDNA encoded proteins are (i) crucial for the elevation of mitochondrial reactive oxygen species (ROS) and (ii) involved in membrane potential, transport processes, metabolism and intrinsic apoptosis during RA. Additionally, we proposed a model relating to mitochondrial dysfunction and inflammation in the disease. Our analysis presents a novel perspective on the roles of nDNA encoded proteins in mitochondrial dysfunction, especially in apoptosis, oxidative stress-related processes and their relation to inflammation in RA. These findings provide a plethora of information for further research.
已有多项研究报道类风湿关节炎(RA)存在线粒体功能障碍。许多核 DNA(nDNA)编码蛋白易位至线粒体,但它们在 RA 中线粒体功能障碍中的参与情况尚不清楚。在本研究中,我们对基因表达、蛋白质-蛋白质相互作用(PPI)和基因本体论数据进行了综合分析。该分析确定了 nDNA 编码蛋白在 RA 线粒体功能障碍中的潜在作用。首先,通过分析从基因表达综合数据库(GEO)获得的六个 RA 患者和健康对照者的滑膜微阵列数据集,我们发现了编码线粒体蛋白的 nDNA 差异表达基因。通过文献检索和基因本体论分析,我们揭示了这些基因在 RA 线粒体功能障碍中的一些作用。其次,通过利用微阵列中的基因共表达,并整理来自七个数据库的可靠 PPI,我们创建了首个针对 RA 滑膜关节组织的线粒体 PPI 网络。此外,我们鉴定了该网络的枢纽,并且通过整合基因表达和网络分析,我们发现了枢纽蛋白的差异表达邻居。结果表明,nDNA 编码蛋白(i)对线粒体活性氧(ROS)的升高至关重要,(ii)参与 RA 期间的膜电位、运输过程、代谢和内在凋亡。此外,我们提出了一个与疾病中线粒体功能障碍和炎症相关的模型。我们的分析为 nDNA 编码蛋白在 RA 中线粒体功能障碍中的作用提供了一个新的视角,特别是在凋亡、氧化应激相关过程及其与炎症的关系方面。这些发现为进一步的研究提供了丰富的信息。