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Global epistasis emerges from a generic model of a complex trait
Gautam Reddy1, Michael M Desai1,2,3,4
1NSF-Simons Center for Mathematical and Statistical Analysis of Biology, Harvard University, Cambridge, United States.
Elife
|March 29, 2021
Summary
Microbial evolution experiments show consistent fitness gains despite microscopic epistasis. This study reveals that global epistasis patterns, like diminishing returns, naturally arise from microscopic epistasis, explaining repeatable evolutionary trajectories.
Area of Science:
- Evolutionary biology
- Genetics
- Systems biology
Background:
- Epistasis, the interaction between mutations, can influence evolutionary adaptation.
- Microbial evolution experiments often display consistent fitness increases across replicate lines, despite known microscopic epistasis.
- Global epistasis patterns, such as diminishing returns and increasing costs, have been observed but their origin is unclear.
Purpose of the Study:
- To investigate the origin of global epistasis patterns in evolutionary systems.
- To determine if pervasive microscopic epistasis can generically lead to global epistasis.
- To explain the consistency of microbial evolution despite sequence-level stochasticity.
Main Methods:
- Development of a theoretical model to explore the consequences of pervasive microscopic epistasis.
- Quantitative analysis of the relationship between global epistasis magnitude and microscopic epistasis effects.
- Reanalysis of existing experimental data to validate model predictions.
- Introduction of a novel fitness landscape model.
Main Results:
- Diminishing-returns and increasing-costs epistasis emerge as a generic consequence of widespread microscopic epistasis.
- A specific quantitative relationship between global and microscopic epistasis was predicted and confirmed.
- The distribution of fitness effects exhibits a universal form under widespread epistasis.
- Phenotypic evolution can be repeatable despite sequence-level stochasticity.
Conclusions:
- Pervasive microscopic epistasis is sufficient to generate the global epistasis patterns observed in evolution.
- This provides a mechanistic explanation for the consistent evolutionary trajectories seen in replicate microbial populations.
- The findings offer insights into the predictability of evolution and the structure of fitness landscapes.
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