ArticlePLoS computational biology2012
Probing the mutational interplay between primary and promiscuous protein functions: a computational-experimental approach.
Article in PLoS computational biology, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Enzyme Enhancement Through Computational Stability Design Targeting NMR-Determined Catalytic Hotspots.Journal of the American Chemical Society · 2025Article
- Article
- Active site center redesign increases protein stability preserving catalysis in thioredoxin.Protein science : a publication of the Protein Society · 2022Article
- The Role of Conformational Dynamics and Allostery in the Disease Development of Human Ferritin.Biophysical journal · 2015Article
- Insights into the evolution of enzyme substrate promiscuity after the discovery of (βα)₈ isomerase evolutionary intermediates from a diverse metagenome.BMC evolutionary biology · 2015Article
- Synthetic biology for the directed evolution of protein biocatalysts: navigating sequence space intelligently.Chemical Society reviews · 2015Review
- Computer aided enzyme design and catalytic concepts.Current opinion in chemical biology · 2014Review
- Modeling catalytic promiscuity in the alkaline phosphatase superfamily.Physical chemistry chemical physics : PCCP · 2013Article
- Computational protein engineering: bridging the gap between rational design and laboratory evolution.International journal of molecular sciences · 2012Review
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3 authors.
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Abstract
Protein promiscuity is of considerable interest due its role in adaptive metabolic plasticity, its fundamental connection with molecular evolution and also because of its biotechnological applications. Current views on the relation between primary and promiscuous protein activities stem largely from laboratory evolution experiments aimed at increasing promiscuous activity levels. Here, on the other hand, we attempt to assess the main features of the simultaneous modulation of the primary and promiscuous functions during the course of natural evolution. The computational/experimental approach we propose for this task involves the following steps: a function-targeted, statistical coupling analysis of evolutionary data is used to determine a set of positions likely linked to the recruitment of a promiscuous activity for a new function; a combinatorial library of mutations on this set of positions is prepared and screened for both, the primary and the promiscuous activities; a partial-least-squares reconstruction of the full combinatorial space is carried out; finally, an approximation to the Pareto set of variants with optimal primary/promiscuous activities is derived. Application of the approach to the emergence of folding catalysis in thioredoxin scaffolds reveals an unanticipated scenario: diverse patterns of primary/promiscuous activity modulation are possible, including a moderate (but likely significant in a biological context) simultaneous enhancement of both activities. We show that this scenario can be most simply explained on the basis of the conformational diversity hypothesis, although alternative interpretations cannot be ruled out. Overall, the results reported may help clarify the mechanisms of the evolution of new functions. From a different viewpoint, the partial-least-squares-reconstruction/Pareto-set-prediction approach we have introduced provides the computational basis for an efficient directed-evolution protocol aimed at the simultaneous enhancement of several protein features and should therefore open new possibilities in the engineering of multi-functional enzymes.
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