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Evolving generalists in switching rugged landscapes
1Department of Physics and Astronomy, University of California, Los Angeles, Los Angeles, California, United States of America.
Plos Computational Biology
|October 2, 2019
Summary
Environmental cycling aids evolution in finding adaptable generalists. These fit individuals, crucial for antibody development and antibiotic resistance, emerge most effectively in moderately complex and related environments.
Area of Science:
- Evolutionary biology
- Computational biology
- Population genetics
Background:
- Evolving systems constantly adapt to changing environments, seeking solutions in dynamic fitness landscapes.
- Generalists maintain fitness across varied selective pressures, analogous to broadly neutralizing antibodies or multi-drug resistant microbes.
- Understanding conditions favoring the evolution of generalists in complex, time-varying landscapes remains a challenge.
Purpose of the Study:
- To investigate how environmental cycling influences the evolution of generalists in rugged fitness landscapes.
- To determine the role of epistasis in non-randomly varying environments.
- To develop a model for predicting the emergence of adaptable genotypes.
Main Methods:
- Development of a generative model to assess the propensity of evolving generalists.
- Analysis of rugged fitness landscapes with tunable relatedness and slow environmental alternation.
- Estimation of environmental correlations from experimental fitness landscape topography.
Main Results:
- Environmental cycling significantly enhances the search for fit generalists by expanding their effective basins of attraction.
- Optimal emergence of high-performing generalists occurs at intermediate levels of landscape ruggedness and environmental relatedness.
- The study provides a method to estimate environmental correlations from fitness landscape data.
Conclusions:
- Environmental cycling is a key factor facilitating the evolution of adaptable generalists.
- Intermediate ruggedness and environmental relatedness are optimal conditions for generalist emergence.
- This framework offers strategies for developing broadly neutralizing antibodies and combating antibiotic resistance.
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