ProtASR: An Evolutionary Framework for Ancestral Protein Reconstruction with Selection on Folding Stability
Miguel Arenas1,2,3,4, Claudia C Weber5, David A Liberles6,5
1Instituto de Investigação e Inovação em Saúde (i3S), University of Porto, Porto, Portugal.
Systematic Biology
|January 7, 2017
Summary
ProtASR reconstructs ancestral proteins by considering protein folding stability, offering more accurate evolutionary insights than traditional methods. This new framework improves ancestral sequence reconstruction (ASR) for biomedicine and biotechnology applications.
Area of Science:
- Evolutionary biology
- Biochemistry
- Computational biology
Background:
- Traditional ancestral sequence reconstruction (ASR) methods often use empirical models that assume uniform evolutionary rates across protein sites.
- This assumption is frequently violated due to varying selective constraints, leading to inaccurate reconstructions.
- Protein evolution is influenced by factors like folding stability, which is not adequately addressed by current ASR tools.
Purpose of the Study:
- To develop a novel evolutionary framework, ProtASR, for inferring ancestral protein sequences that accounts for selection on protein stability.
- To improve the accuracy of ancestral protein reconstruction by incorporating site-specific substitution models that consider protein folding.
- To address the known bias in maximum-likelihood ASR methods that tend to overestimate ancestral protein stability.
Main Methods:
- ProtASR employs a structurally constrained mean-field (MF) substitution model to generate site-specific substitution matrices, considering both unfolding and misfolding stability.
- MF models have previously demonstrated superior performance over empirical and other structurally constrained models in likelihood and amino acid distribution inference.
- A maximum-likelihood (ML) ASR procedure is adapted to infer ancestral proteins using these MF models, overcoming biases of standard ML approaches.
Main Results:
- ProtASR, using MF models, produced reconstructed proteins with less biased stabilities compared to those reconstructed using empirical models (JTT and CAT).
- The stabilities of proteins reconstructed by ProtASR were significantly closer to the true stabilities of simulated ancestral proteins.
- Analysis of extant protein families revealed that folding stability evolves dynamically over time, with some families showing more constant stability than others.
Conclusions:
- ProtASR provides a more accurate method for ancestral sequence reconstruction by incorporating protein folding stability.
- The framework offers practical implications for biomedicine and biotechnology by enabling more reliable insights into past biological events.
- The study highlights the dynamic nature of protein folding stability evolution across different protein families.
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