Department of Genetics, University of North Carolina, Chapel Hill, 500 Laureate Way, Suite 2303, Kannapolis, NC 28081, USA.
BMC Med Genomics. 2014 Aug 12;7:51. doi: 10.1186/1755-8794-7-51.
Atherosclerosis, the underlying cause of cardiovascular disease, results from both genetic and environmental factors.
In the current study we take a systems-based approach using weighted gene co-expression analysis to identify a candidate pathway of genes related to atherosclerosis. Bioinformatic analyses are performed to identify candidate genes and interactions and several novel genes are characterized using in-vitro studies.
We identify 1 coexpression module associated with innominate artery atherosclerosis that is also enriched for inflammatory and macrophage gene signatures. Using a series of bioinformatics analysis, we further prioritize the genes in this pathway and identify Cd44 as a critical mediator of the atherosclerosis. We validate our predictions generated by the network analysis using Cd44 knockout mice.
These results indicate that alterations in Cd44 expression mediate inflammation through a complex transcriptional network involving a number of previously uncharacterized genes.
动脉粥样硬化是心血管疾病的根本原因,它是由遗传和环境因素共同导致的。
在目前的研究中,我们采用基于系统的方法,通过加权基因共表达分析来识别与动脉粥样硬化相关的候选途径基因。通过生物信息学分析来识别候选基因和相互作用,并用体外研究来对几个新基因进行特征描述。
我们确定了一个与无名动脉粥样硬化相关的共表达模块,该模块还富含炎症和巨噬细胞基因特征。通过一系列生物信息学分析,我们进一步对该途径中的基因进行优先级排序,并确定 Cd44 是动脉粥样硬化的关键介质。我们使用 Cd44 敲除小鼠来验证我们通过网络分析生成的预测。
这些结果表明,Cd44 表达的改变通过涉及许多以前未被描述的基因的复杂转录网络介导炎症。