Stylianou Ioannis M, Affourtit Jason P, Shockley Keith R, Wilpan Robert Y, Abdi Fadi A, Bhardwaj Sanjeev, Rollins Jarod, Churchill Gary A, Paigen Beverly
The Jackson Laboratory, Bar Harbor, Maine 04609, USA.
Genetics. 2008 Mar;178(3):1795-805. doi: 10.1534/genetics.107.081216. Epub 2008 Feb 3.
Previous quantitative trait locus (QTL) analysis of an intercross involving the inbred mouse strains NZB/BlNJ and SM/J revealed QTL for a variety of complex traits. Many QTL have large intervals containing hundreds of genes, and methods are needed to rapidly sort through these genes for probable candidates. We chose nine QTL: the three most significant for high-density lipoprotein (HDL) cholesterol, gallstone formation, and obesity. We searched for candidate genes using three different approaches: mRNA microarray gene expression technology to assess >45,000 transcripts, publicly available SNPs to locate genes that are not identical by descent and that contain nonsynonymous coding differences, and a mass-spectrometry-based proteomics technology to interrogate nearly 1000 proteins for differential expression in the liver of the two parental inbred strains. This systematic approach reduced the number of candidate genes within each QTL from hundreds to a manageable list. Each of the three approaches selected candidates that the other two approaches missed. For example, candidate genes such as Apoa2 and Acads had differential protein levels although the mRNA levels were similar. We conclude that all three approaches are important and that focusing on a single approach such as mRNA expression may fail to identify a QTL gene.
先前对涉及近交系小鼠品系NZB/BlNJ和SM/J的杂交后代进行的数量性状基因座(QTL)分析揭示了多种复杂性状的QTL。许多QTL区间很大,包含数百个基因,因此需要一些方法来快速从这些基因中筛选出可能的候选基因。我们选择了9个QTL:对高密度脂蛋白(HDL)胆固醇、胆结石形成和肥胖最为显著的3个QTL。我们使用三种不同的方法来寻找候选基因:mRNA微阵列基因表达技术以评估超过45,000个转录本,公开可用的单核苷酸多态性(SNP)来定位非同源且包含非同义编码差异的基因,以及基于质谱的蛋白质组学技术来检测近1000种蛋白质在两个亲本近交系小鼠肝脏中的差异表达。这种系统方法将每个QTL内的候选基因数量从数百个减少到了一个可管理的列表。三种方法中的每一种都筛选出了其他两种方法遗漏的候选基因。例如,尽管mRNA水平相似,但Apoa2和Acads等候选基因的蛋白质水平存在差异。我们得出结论,所有这三种方法都很重要,仅关注单一方法(如mRNA表达)可能无法鉴定出QTL基因。