bioRxivEvolutionary Biology
Protein structure without structure determination: direct coupling analysis based on in vitro evolution
M. Fantini, S. Lisi, P. de los Rios, A. Cattaneo, A. Pastore
Abstract
Protein structure is tightly inter-twined with function according to the laws of evolution. Understanding how structure determines function has been the aim of structural biology for decades. Here, we have wondered instead whether it is possible to exploit the function for which a protein was evolutionary selected to gain information on protein structure and on the landscape explored during the early stages of molecular and natural evolution. To answer to this question, we developed a new methodology, which we named CAMELS (Coupling Analysis by Molecular Evolution Library Sequencing), that is able to obtain the in vitro evolution of a protein from an artificial selection based on function. We were able to observe with CAMELS many features of the TEM-1 beta lactamase local fold exclusively by generating and sequencing large libraries of mutational variants. We demonstrated that we can, whenever a functional phenotypic selection of a protein is available, sketch the structural and evolutionary landscape of a protein without utilizing purified proteins, collecting physical measurements or relying on the pool of natural protein variants.
- assay: proteomics
- research focus: protein folding & dynamics
- research focus: cell type annotation
- research focus: clustering
- research focus: trajectory inference
- approach: deep learning
- approach: statistical model
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