Mehrabian Margarete, Allayee Hooman, Stockton Jirina, Lum Pek Yee, Drake Thomas A, Castellani Lawrence W, Suh Michael, Armour Christopher, Edwards Stephen, Lamb John, Lusis Aldons J, Schadt Eric E
Department of Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California 90095-1679, USA.
Nat Genet. 2005 Nov;37(11):1224-33. doi: 10.1038/ng1619. Epub 2005 Oct 2.
Forward genetic approaches to identify genes involved in complex traits such as common human diseases have met with limited success. Fine mapping of linkage regions and validation of positional candidates are time-consuming and not always successful. Here we detail a hybrid procedure to map loci involved in complex traits that leverages the strengths of forward and reverse genetic approaches. By integrating genotypic and expression data in a segregating mouse population, we show how clusters of expression quantitative trait loci linking to regions of the genome accurately reflect the underlying perturbation to the transcriptional network induced by DNA variations in genes that control the complex traits. By matching patterns of gene expression in a segregating population with expression responses induced by single-gene perturbation experiments, we show how genes controlling clusters of expression and clinical quantitative trait loci can be mapped directly. We demonstrate the utility of this approach by identifying 5-lipoxygenase as underlying previously identified quantitative trait loci in an F(2) cross between strains C57BL/6J and DBA/2J and showing that it has pleiotropic effects on body fat, lipid levels and bone density.
用于识别参与诸如常见人类疾病等复杂性状的基因的正向遗传学方法取得的成功有限。连锁区域的精细定位和位置候选基因的验证既耗时又并非总是成功。在此,我们详细介绍一种用于定位参与复杂性状的基因座的混合程序,该程序利用了正向和反向遗传学方法的优势。通过在一个分离的小鼠群体中整合基因型和表达数据,我们展示了与基因组区域相连的表达数量性状基因座簇如何准确反映由控制复杂性状的基因中的DNA变异对转录网络引起的潜在扰动。通过将分离群体中的基因表达模式与单基因扰动实验诱导的表达反应相匹配,我们展示了如何直接定位控制表达簇和临床数量性状基因座的基因。我们通过将5-脂氧合酶鉴定为C57BL/6J和DBA/2J品系之间F(2)杂交中先前鉴定的数量性状基因座的基础,并表明它对体脂、脂质水平和骨密度具有多效性作用,证明了该方法的实用性。