使用基因组数据预测对新环境的不适应的准确性
Brandon M Lind1, Katie E Lotterhos1
1Department of Marine and Environmental Sciences, Northeastern University Marine Science Center, Nahant, Massachusetts, USA.
Molecular ecology resources
|August 30, 2024
概括
基因组偏移方法可以预测物种.
科学领域:
- 进化生物学是进化的生物学.
- 保护遗传学 保护遗传学
- 气候变化生物学
背景情况:
- 快速的环境变化威胁着物种的生存.
- 基因组偏移方法预测人口对未来气候的不适应.
- 这些方法在各种场景中的预测性表现是不太了解的.
研究的目的:
- 评估当前基因组偏移方法的性能.
- 在不同的人口,适应性和环境条件下评估他们的预测准确性.
- 确定影响其可靠性的因素,以预测人口对气候变化的反应.
主要方法:
- 利用了各种参数 (人口统计,适应性架构,环境模式) 的广泛的模拟数据集.
- 使用所有,自适应或中性标记集训练过的偏移模型.
- 通过将已知的健康状况与预计的基因组偏移相关联来评估性能.
主要成果:
- 方法的性能与大群体内的局部适应程度 (LA) 有很强的相关性.
- 适应性标记器套件比中性或所有标记器提供最小的性能优势.
- 在物种范围内,性能是可变的,当模型纳入非适应性环境时,性能会下降.
- 新的气候加快了LA较高的人群的表现下降.
结论:
- 基因组偏移方法的性能主要取决于局部适应.
- 目前的方法显示可变可靠性,特别是在新气候.
- 研究结果为保护,辅助基因流动和辅助迁移的策略提供了信息.
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