Laboratory of Genetics, Wageningen University, 6708PB, The Netherlands
Department of Environmental Systems Science, Eidgenössische Technische Hochschule (ETH) Zürich, 8092, Switzerland.
Genetics. 2018 Jan;208(1):307-322. doi: 10.1534/genetics.117.300519. Epub 2017 Nov 15.
The fitness landscape is a concept that is widely used for understanding and predicting evolutionary adaptation. The topography of the fitness landscape depends critically on the environment, with potentially far-reaching consequences for evolution under changing conditions. However, few studies have assessed directly how empirical fitness landscapes change across conditions, or validated the predicted consequences of such change. We previously evolved replicate yeast populations in the presence of either gradually increasing, or constant high, concentrations of the heavy metals cadmium (Cd), nickel (Ni), and zinc (Zn), and analyzed their phenotypic and genomic changes. Here, we reconstructed the local fitness landscapes underlying adaptation to each metal by deleting all repeatedly mutated genes both by themselves and in combination. Fitness assays revealed that the height, and/or shape, of each local fitness landscape changed considerably across metal concentrations, with distinct qualitative differences between unconditionally (Cd) and conditionally toxic metals (Ni and Zn). This change in topography had particularly crucial consequences in the case of Ni, where a substantial part of the individual mutational fitness effects changed in sign across concentrations. Based on the Ni landscape analyses, we made several predictions about which mutations had been selected when during the evolution experiment. Deep sequencing of population samples from different time points generally confirmed these predictions, demonstrating the power of landscape reconstruction analyses for understanding and ultimately predicting evolutionary dynamics, even under complex scenarios of environmental change.
适应景观是一个被广泛用于理解和预测进化适应的概念。适应景观的地形在很大程度上取决于环境,这对变化条件下的进化可能会产生深远的影响。然而,很少有研究直接评估经验适应景观如何在不同条件下变化,或者验证这种变化的预测后果。我们之前在存在逐渐增加或恒定高浓度重金属镉 (Cd)、镍 (Ni) 和锌 (Zn) 的情况下进化了复制的酵母种群,并分析了它们的表型和基因组变化。在这里,我们通过单独和组合删除所有重复突变的基因,重建了适应每种金属的局部适应景观。适应性测定表明,每个局部适应景观的高度和/或形状在金属浓度上发生了很大变化,无条件毒性金属(Cd)和条件毒性金属(Ni 和 Zn)之间存在明显的定性差异。在 Ni 的情况下,这种地形的变化具有特别关键的后果,因为个体突变适应性效应的很大一部分在浓度上发生了符号变化。基于 Ni 景观分析,我们对进化实验过程中何时选择了哪些突变做出了一些预测。来自不同时间点的种群样本的深度测序通常证实了这些预测,证明了景观重建分析在理解和最终预测进化动态方面的强大能力,即使在复杂的环境变化情况下也是如此。