Gromiha M M
Computational Biology Research Center, National Institute of Advanced Industrial Science and Technology, AIST Tokyo Waterfront Bio-IT Research Building, 2-42 Aomi, Koto-ku, Tokyo 135-0064, Japan.
Biochem Soc Trans. 2007 Dec;35(Pt 6):1569-73. doi: 10.1042/BST0351569.
Prediction of protein stability upon amino acid substitution is a challenging problem and it will be helpful for designing stable mutants. We have developed a thermodynamic database for proteins and mutants (ProTherm), which has more than 20000 thermodynamic data along with sequence and structure information, experimental conditions and literature information. It is freely accessible at http://gibk26.bse.kyutech.ac.jp/jouhou/protherm/protherm.html. Utilizing the database, we have analysed the relationship between amino acid properties and protein stability and developed different methods, such as average assignment method, distance and torsion potentials and decision tree models to discriminate the stabilizing and destabilizing mutants, and to predict the stability change upon mutation. Our method could distinguish the stabilizing and destabilizing mutants with an accuracy of 82 and 85% respectively from amino acid sequence and protein three-dimensional structure. We obtained the correlation of 0.70 and 0.87, between the experimental and predicted stability changes upon mutations, from sequence and structure respectively. Furthermore, we have developed different web servers for discrimination and prediction and they are freely accessible at http://bioinformatics.myweb.hinet.net/iptree.htm and http://cupsat.tu-bs.de/.
预测氨基酸替换后蛋白质的稳定性是一个具有挑战性的问题,这对于设计稳定的突变体将有所帮助。我们已经开发了一个蛋白质和突变体的热力学数据库(ProTherm),其中包含20000多条热力学数据以及序列和结构信息、实验条件和文献信息。可通过http://gibk26.bse.kyutech.ac.jp/jouhou/protherm/protherm.html免费访问该数据库。利用该数据库,我们分析了氨基酸性质与蛋白质稳定性之间的关系,并开发了不同的方法,如平均分配法、距离和扭转势以及决策树模型,以区分稳定和不稳定的突变体,并预测突变后的稳定性变化。我们的方法能够分别从氨基酸序列和蛋白质三维结构中区分稳定和不稳定的突变体,准确率分别为82%和85%。我们分别从序列和结构中获得了突变后实验稳定性变化与预测稳定性变化之间的相关性,分别为0.70和0.87。此外,我们还开发了不同的网络服务器用于区分和预测,可通过http://bioinformatics.myweb.hinet.net/iptree.htm和http://cupsat.tu-bs.de/免费访问。