Systems, Synthetic, and Quantitative Biology Program, Harvard University, Cambridge, MA, United States of America.
Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, United States of America.
PLoS One. 2024 Oct 14;19(10):e0311438. doi: 10.1371/journal.pone.0311438. eCollection 2024.
Directed evolution makes mutant lineages compete in climbing complicated sequence-function landscapes. Given this underlying complexity it is unclear how selection stringency, a ubiquitous parameter of directed evolution, impacts the outcome. Here we approach this question in terms of the fitnesses of the candidate variants at each round and the heterogeneity of their distributions of fitness effects. We show that even if the fittest mutant is most likely to yield the fittest mutants in the next round of selection, diversification can improve outcomes by sampling a larger variety of fitness effects. We find that heterogeneity in fitness effects between variants, larger population sizes, and evolution over a greater number of rounds all encourage diversification.
定向进化使突变谱系在攀登复杂的序列-功能景观中竞争。考虑到这种潜在的复杂性,尚不清楚选择严格性(定向进化的一个普遍参数)如何影响结果。在这里,我们根据每一轮候选变体的适应度及其适应度效应分布的异质性来探讨这个问题。我们表明,即使最适应的突变体最有可能在下一轮选择中产生最适应的突变体,多样化也可以通过采样更大的适应度效应多样性来改善结果。我们发现变体之间的适应度效应差异、更大的种群规模和更多轮的进化都鼓励多样化。