Benos Panayiotis V, Bulyk Martha L, Stormo Gary D
Department of Genetics, Campus Box 8232, Washington University, School of Medicine, St Louis, MO 63110, USA.
Nucleic Acids Res. 2002 Oct 15;30(20):4442-51. doi: 10.1093/nar/gkf578.
Man and Stormo and Bulyk et al. recently presented their results on the study of the DNA binding affinity of proteins. In both of these studies the main conclusion is that the additivity assumption, usually applied in methods to search for binding sites, is not true. In the first study, the analysis of binding affinity data from the Mnt repressor protein bound to all possible DNA (sub)targets at positions 16 and 17 of the binding site, showed that those positions are not independent. In the second study, the authors analysed DNA binding affinity data of the wild-type mouse EGR1 protein and four variants differing on the middle finger. The binding affinity of these proteins was measured to all 64 possible trinucleotide (sub)targets of the middle finger using microarray technology. The analysis of the measurements also showed interdependence among the positions in the DNA target. In the present report, we review the data of both studies and we re- analyse them using various statistical methods, including a comparison with a multiple regression approach. We conclude that despite the fact that the additivity assumption does not fit the data perfectly, in most cases it provides a very good approximation of the true nature of the specific protein-DNA interactions. Therefore, additive models can be very useful for the discovery and prediction of binding sites in genomic DNA.
曼、斯托莫以及布利克等人最近公布了他们关于蛋白质与DNA结合亲和力研究的结果。在这两项研究中,主要结论都是通常用于搜索结合位点的加性假设并不成立。在第一项研究中,对与结合位点第16和17位所有可能的DNA(亚)靶标结合的Mnt阻遏蛋白的结合亲和力数据进行分析后发现,这些位置并非相互独立。在第二项研究中,作者分析了野生型小鼠EGR1蛋白以及在中指区域存在差异的四个变体的DNA结合亲和力数据。使用微阵列技术测量了这些蛋白质与中指所有64种可能的三核苷酸(亚)靶标的结合亲和力。对测量结果的分析也表明DNA靶标中的位置之间存在相互依赖性。在本报告中,我们回顾了这两项研究的数据,并使用各种统计方法重新进行分析,包括与多元回归方法进行比较。我们得出的结论是,尽管加性假设并不能完美拟合数据,但在大多数情况下,它能很好地近似特定蛋白质 - DNA相互作用的真实性质。因此,加性模型对于在基因组DNA中发现和预测结合位点可能非常有用。