The David H. Koch Institute for Integrative Cancer Research, 77 Massachusetts Avenue, Cambridge, MA 02139, USA.
Philos Trans R Soc Lond B Biol Sci. 2012 Sep 19;367(1602):2574-83. doi: 10.1098/rstb.2012.0010.
Characterization of in vitro substrates of protein kinases by peptide library screening provides a wealth of information on the substrate specificity of kinases for amino acids at particular positions relative to the site of phosphorylation, but provides no information concerning interdependence among positions. High-throughput techniques have recently made it feasible to identify large numbers of in vivo kinase substrates. We used data from experiments on the kinases ATM/ATR and CDK1, and curated CK2 substrates to evaluate the prevalence of interactions between substrate positions within a motif and the utility of these interactions in predicting kinase substrates. Among these data, evidence of interpositional sequence dependencies is strikingly rare, and what dependency exists does little to aid in the prediction of novel kinase substrates. Significant increases in the ability of models to predict kinase-substrate specificity beyond position-independent models must come largely from inclusion of elements of biological and cellular context, rather than further analysis of substrate sequences alone. Our results suggest that, evolutionarily, kinase substrate fitness exists in a smooth energetic landscape. Taken with results from others indicating that phosphopeptide-binding domains do exhibit interpositional dependence, our data suggest that incorporation of new substrate molecules into phospho-signalling networks may be rate-limited by the evolution of suitability for binding by phosphopeptide-binding domains.
通过肽文库筛选对蛋白激酶的体外底物进行鉴定,可以提供大量关于激酶对磷酸化位点附近特定氨基酸的底物特异性的信息,但无法提供关于各位置之间相互依赖关系的信息。高通量技术最近使得鉴定大量体内激酶底物成为可能。我们使用了 ATM/ATR 和 CDK1 激酶实验的数据以及 CK2 底物的信息,评估了基序内底物位置之间相互作用的普遍性以及这些相互作用在预测激酶底物中的实用性。在这些数据中,基序内序列依赖性的证据非常罕见,而且存在的依赖性对预测新的激酶底物几乎没有帮助。预测激酶底物特异性的模型的能力要远远超过基于位置的独立模型,除了对底物序列进行进一步分析之外,还必须主要来自于对生物和细胞环境元素的纳入。我们的结果表明,在进化过程中,激酶底物的适应性存在于一个平滑的能量景观中。与其他表明磷酸肽结合域确实存在位置依赖性的结果结合在一起,我们的数据表明,将新的底物分子纳入磷酸化信号网络可能受到磷酸肽结合域结合适合性进化的限制。