Doss Sudheer, Schadt Eric E, Drake Thomas A, Lusis Aldons J
Department of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, CA 90095, USA.
Genome Res. 2005 May;15(5):681-91. doi: 10.1101/gr.3216905. Epub 2005 Apr 18.
We previously reported the analysis of genome-wide expression profiles and various diabetes-related traits in a segregating cross between inbred mouse strains C57BL/6J (B6) and DBA/2J (DBA). By considering transcript levels as quantitative traits, we identified several thousand expression quantitative trait loci (eQTL) with LOD score >4.3. We now experimentally address the problem of multiple comparisons by estimating the fraction of false-positive eQTL that are under cis-acting regulation. For this, we have utilized a classic cis-trans test with (B6 x DBA)F(1) mice to determine the relative levels of transcripts from the B6 and DBA alleles. The results suggest that at least 64% of cis-acting eQTL with LOD >4.3 are true positives, while the remaining 36% could not be confirmed as truly cis-acting. Moreover, we find that >96% of apparent cis-acting eQTL occur in regions that do not share SNP haplotypes. Cis-acting eQTL serve as an important new resource for the identification of positional candidates in QTL studies in mice. Also, we use the analysis of the correlation structures between genotypes, gene expression traits, and phenotypic traits to further characterize genes expressed in liver that are under cis-acting control, and highlight the advantages and disadvantages of integrating genetics and gene expression data in segregating populations.
我们之前报道了对近交系小鼠品系C57BL/6J(B6)和DBA/2J(DBA)之间的分离杂交后代进行全基因组表达谱及各种糖尿病相关性状的分析。通过将转录水平视为数量性状,我们鉴定出数千个LOD得分>4.3的表达数量性状基因座(eQTL)。我们现在通过估计受顺式作用调控的假阳性eQTL的比例,以实验方式解决多重比较的问题。为此,我们利用经典的顺反式试验,对(B6×DBA)F1小鼠进行检测,以确定来自B6和DBA等位基因的转录本的相对水平。结果表明,至少64%的LOD>4.3的顺式作用eQTL是真阳性,而其余36%无法确认为真正的顺式作用。此外,我们发现>96%的明显顺式作用eQTL出现在不共享SNP单倍型的区域。顺式作用eQTL是小鼠QTL研究中鉴定位置候选基因的重要新资源。同时,我们通过分析基因型、基因表达性状和表型性状之间的相关结构,进一步表征在肝脏中表达且受顺式作用控制的基因,并强调在分离群体中整合遗传学和基因表达数据的优缺点。