Keurentjes Joost J B, Fu Jingyuan, Terpstra Inez R, Garcia Juan M, van den Ackerveken Guido, Snoek L Basten, Peeters Anton J M, Vreugdenhil Dick, Koornneef Maarten, Jansen Ritsert C
Laboratory of Genetics, Wageningen University, Arboretumlaan 4, NL-6703 BD Wageningen, The Netherlands.
Proc Natl Acad Sci U S A. 2007 Jan 30;104(5):1708-13. doi: 10.1073/pnas.0610429104. Epub 2007 Jan 19.
Accessions of a plant species can show considerable genetic differences that are analyzed effectively by using recombinant inbred line (RIL) populations. Here we describe the results of genome-wide expression variation analysis in an RIL population of Arabidopsis thaliana. For many genes, variation in expression could be explained by expression quantitative trait loci (eQTLs). The nature and consequences of this variation are discussed based on additional genetic parameters, such as heritability and transgression and by examining the genomic position of eQTLs versus gene position, polymorphism frequency, and gene ontology. Furthermore, we developed an approach for genetic regulatory network construction by combining eQTL mapping and regulator candidate gene selection. The power of our method was shown in a case study of genes associated with flowering time, a well studied regulatory network in Arabidopsis. Results that revealed clusters of coregulated genes and their most likely regulators were in agreement with published data, and unknown relationships could be predicted.
同一植物物种的不同种质可能表现出显著的遗传差异,利用重组自交系(RIL)群体能够有效地分析这些差异。本文我们描述了拟南芥RIL群体全基因组表达变异分析的结果。对于许多基因而言,表达变异可由表达数量性状位点(eQTL)来解释。基于其他遗传参数(如遗传力和超亲遗传),并通过检查eQTL相对于基因位置、多态性频率和基因本体的基因组位置,讨论了这种变异的性质和后果。此外,我们开发了一种通过结合eQTL定位和调控候选基因选择来构建遗传调控网络的方法。我们的方法在一个与开花时间相关基因的案例研究中得到了验证,开花时间是拟南芥中一个研究充分的调控网络。揭示共调控基因簇及其最可能调控因子的结果与已发表的数据一致,并且可以预测未知的关系。