Functional annotation of the mesophilic-like character of mutants in a cold-adapted enzyme by self-organising map analysis of their molecular dynamics

被引:14
|
作者
Fraccalvieri, Domenico [1 ]
Tiberti, Matteo [2 ]
Pandini, Alessandro [3 ,4 ]
Bonati, Laura [1 ]
Papaleo, Elena [2 ]
机构
[1] Univ Milano Bicocca, Dept Environm Sci, Milan, Italy
[2] Univ Milano Bicocca, Dept Biosci & Biotechnol, Milan, Italy
[3] Kings Coll London, Randall Div Cell & Mol Biophys, London WC2R 2LS, England
[4] Natl Inst Med Res, MRC, Div Math Biol, London NW7 1AA, England
关键词
PSYCHROPHILIC ALPHA-AMYLASE; EVOLUTIONARY CONSERVATION; ADAPTATION; STABILITY; FLEXIBILITY; SPECIALIZATION; DETERMINANTS; TRAJECTORIES; TEMPERATURE; PROTEINS;
D O I
10.1039/c2mb25192b
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Multiple comparison of the Molecular Dynamics (MD) trajectories of mutants in a cold-adapted alpha-amylase (AHA) could be used to elucidate functional features required to restore mesophilic-like activity. Unfortunately it is challenging to identify the different dynamic behaviors and correctly relate them to functional activity by routine analysis. We here employed a previously developed and robust two-stage approach that combines Self-Organising Maps (SOMs) and hierarchical clustering to compare conformational ensembles of proteins. Moreover, we designed a novel strategy to identify the specific mutations that more efficiently convert the dynamic signature of the psychrophilic enzyme (AHA) to that of the mesophilic counterpart (PPA). The SOM trained on AHA and its variants was used to classify a PPA MD ensemble and successfully highlighted the relationships between the flexibilities of the target enzyme and of the different mutants. Moreover the local features of the mutants that mostly influence their global flexibility in a mesophilic-like direction were detected. It turns out that mutations of the cold-adapted enzyme to hydrophobic and aromatic residues are the most effective in restoring the PPA dynamic features and could guide the design of more mesophilic-like mutants. In conclusion, our strategy can efficiently extract specific dynamic signatures related to function from multiple comparisons of MD conformational ensembles. Therefore, it can be a promising tool for protein engineering.
引用
收藏
页码:2680 / 2691
页数:12
相关论文
共 3 条
  • [1] Molecular Dynamics of Mesophilic-Like Mutants of a Cold-Adapted Enzyme: Insights into Distal Effects Induced by the Mutations
    Papaleo, Elena
    Pasi, Marco
    Tiberti, Matteo
    De Gioia, Luca
    PLOS ONE, 2011, 6 (09):
  • [2] Conformational and functional analysis of molecular dynamics trajectories by Self-Organising Maps
    Fraccalvieri, Domenico
    Pandini, Alessandro
    Stella, Fabio
    Bonati, Laura
    BMC BIOINFORMATICS, 2011, 12
  • [3] Conformational and functional analysis of molecular dynamics trajectories by Self-Organising Maps
    Domenico Fraccalvieri
    Alessandro Pandini
    Fabio Stella
    Laura Bonati
    BMC Bioinformatics, 12