Yao Sen, Flight Robert M, Rouchka Eric C, Moseley Hunter N B
School of Interdisciplinary and Graduate Studies, University of Louisville, Louisville, Kentucky, 40292.
Department of Computer Engineering and Computer Science, University of Louisville, Louisville, Kentucky, 40292.
Proteins. 2017 May;85(5):885-907. doi: 10.1002/prot.25257. Epub 2017 Mar 7.
Metalloproteins bind and utilize metal ions for a variety of biological purposes. Due to the ubiquity of metalloprotein involvement throughout these processes across all domains of life, how proteins coordinate metal ions for different biochemical functions is of great relevance to understanding the implementation of these biological processes. Toward these ends, we have improved our methodology for structurally and functionally characterizing metal binding sites in metalloproteins. Our new ligand detection method is statistically much more robust, producing estimated false positive and false negative rates of ∼0.11% and ∼1.2%, respectively. Additional improvements expand both the range of metal ions and their coordination number that can be effectively analyzed. Also, the inclusion of additional quality control filters has significantly improved structure-function Spearman correlations as demonstrated by rho values greater than 0.90 for several metal coordination analyses and even one rho value above 0.95. Also, improvements in bond-length distributions have revealed bond-length modes specific to chemical functional groups involved in multidentation. Using these improved methods, we analyzed all single metal ion binding sites with Zn, Mg, Ca, Fe, and Na ions in the wwPDB, producing statistically rigorous results supporting the existence of both a significant number of unexpected compressed angles and subsequent aberrant metal ion coordination geometries (CGs) within structurally known metalloproteins. By recognizing these aberrant CGs in our clustering analyses, high correlations are achieved between structural and functional descriptions of metal ion coordination. Moreover, distinct biochemical functions are associated with aberrant CGs versus nonaberrant CGs. Proteins 2017; 85:885-907. © 2016 Wiley Periodicals, Inc.
金属蛋白结合并利用金属离子来实现多种生物学功能。由于金属蛋白在生命所有领域的这些过程中普遍存在,蛋白质如何为不同的生化功能配位金属离子对于理解这些生物学过程的实现具有重要意义。为此,我们改进了在结构和功能上表征金属蛋白中金属结合位点的方法。我们新的配体检测方法在统计学上更加可靠,估计的假阳性率和假阴性率分别约为0.11%和约1.2%。其他改进扩大了可有效分析的金属离子范围及其配位数。此外,纳入额外的质量控制过滤器显著提高了结构 - 功能斯皮尔曼相关性,例如在几次金属配位分析中rho值大于0.90,甚至有一个rho值高于0.95。而且,键长分布的改进揭示了参与多齿配位的化学官能团特有的键长模式。使用这些改进的方法,我们分析了wwPDB中所有含有锌、镁、钙、铁和钠离子的单金属离子结合位点,得出了统计学上严谨的结果,支持在结构已知的金属蛋白中存在大量意想不到的压缩角以及随后异常的金属离子配位几何结构(CGs)。通过在聚类分析中识别这些异常的CGs,金属离子配位的结构和功能描述之间实现了高度相关性。此外,异常的CGs与非异常的CGs具有不同的生化功能。《蛋白质》2017年;85:885 - 907。© 2016威利期刊公司