Bennett Brian J, Davis Richard C, Civelek Mete, Orozco Luz, Wu Judy, Qi Hannah, Pan Calvin, Packard René R Sevag, Eskin Eleazar, Yan Mujing, Kirchgessner Todd, Wang Zeneng, Li Xinmin, Gregory Jill C, Hazen Stanley L, Gargalovic Peter S, Lusis Aldons J
Departments of Medicine, Human Genetics, and Microbiology, Immunology, and Molecular Genetics, University of California, Los Angeles, Los Angeles, California, United States of America.
Department of Computer Science, University of California, Los Angeles, Los Angeles, California, United States of America.
PLoS Genet. 2015 Dec 22;11(12):e1005711. doi: 10.1371/journal.pgen.1005711. eCollection 2015 Dec.
Common forms of atherosclerosis involve multiple genetic and environmental factors. While human genome-wide association studies have identified numerous loci contributing to coronary artery disease and its risk factors, these studies are unable to control environmental factors or examine detailed molecular traits in relevant tissues. We now report a study of natural variations contributing to atherosclerosis and related traits in over 100 inbred strains of mice from the Hybrid Mouse Diversity Panel (HMDP). The mice were made hyperlipidemic by transgenic expression of human apolipoprotein E-Leiden (APOE-Leiden) and human cholesteryl ester transfer protein (CETP). The mice were examined for lesion size and morphology as well as plasma lipid, insulin and glucose levels, and blood cell profiles. A subset of mice was studied for plasma levels of metabolites and cytokines. We also measured global transcript levels in aorta and liver. Finally, the uptake of acetylated LDL by macrophages from HMDP mice was quantitatively examined. Loci contributing to the traits were mapped using association analysis, and relationships among traits were examined using correlation and statistical modeling. A number of conclusions emerged. First, relationships among atherosclerosis and the risk factors in mice resemble those found in humans. Second, a number of trait-loci were identified, including some overlapping with previous human and mouse studies. Third, gene expression data enabled enrichment analysis of pathways contributing to atherosclerosis and prioritization of candidate genes at associated loci in both mice and humans. Fourth, the data provided a number of mechanistic inferences; for example, we detected no association between macrophage uptake of acetylated LDL and atherosclerosis. Fifth, broad sense heritability for atherosclerosis was much larger than narrow sense heritability, indicating an important role for gene-by-gene interactions. Sixth, stepwise linear regression showed that the combined variations in plasma metabolites, including LDL/VLDL-cholesterol, trimethylamine N-oxide (TMAO), arginine, glucose and insulin, account for approximately 30 to 40% of the variation in atherosclerotic lesion area. Overall, our data provide a rich resource for studies of complex interactions underlying atherosclerosis.
动脉粥样硬化的常见形式涉及多种遗传和环境因素。虽然人类全基因组关联研究已经确定了许多与冠状动脉疾病及其危险因素相关的基因座,但这些研究无法控制环境因素,也无法在相关组织中检测详细的分子特征。我们现在报告一项关于自然变异对动脉粥样硬化及相关特征影响的研究,该研究涉及来自杂交小鼠多样性面板(HMDP)的100多个近交系小鼠。通过转基因表达人载脂蛋白E-莱顿(APOE-莱顿)和人胆固醇酯转运蛋白(CETP)使小鼠发生高脂血症。检测小鼠的病变大小和形态以及血浆脂质、胰岛素和葡萄糖水平,以及血细胞谱。对一部分小鼠研究了血浆代谢物和细胞因子水平。我们还测量了主动脉和肝脏中的整体转录水平。最后,定量检测了HMDP小鼠巨噬细胞对乙酰化低密度脂蛋白的摄取。使用关联分析对影响这些特征的基因座进行定位,并使用相关性和统计建模研究特征之间的关系。得出了一些结论。首先,小鼠动脉粥样硬化与危险因素之间的关系与人类相似。其次,确定了一些特征基因座,包括一些与之前人类和小鼠研究重叠的基因座。第三,基因表达数据能够对动脉粥样硬化相关通路进行富集分析,并对小鼠和人类相关基因座上的候选基因进行优先级排序。第四,这些数据提供了一些机制推断;例如,我们未检测到巨噬细胞对乙酰化低密度脂蛋白的摄取与动脉粥样硬化之间的关联。第五,动脉粥样硬化的广义遗传力远大于狭义遗传力,表明基因间相互作用的重要作用。第六,逐步线性回归表明,血浆代谢物的综合变异,包括低密度脂蛋白/极低密度脂蛋白胆固醇、氧化三甲胺(TMAO)、精氨酸、葡萄糖和胰岛素,约占动脉粥样硬化病变面积变异的30%至40%。总体而言,我们的数据为研究动脉粥样硬化潜在的复杂相互作用提供了丰富的资源。