在水产养殖遗传学和育种中多种子的作用:当前状态和未来的前景
Xiaofei Yu1, Sara Faggion2, Yuxiang Liu1
1Ministry of Education Key Laboratory of Marine Genetics and Breeding, College of Marine Life Sciences, Ocean University of China, Qingdao, 266003, China.
Science China. Life sciences
|May 31, 2025
概括
本综述探讨了先进的水产养殖繁殖策略,整合了多种OMIC数据和人工智能以进行遗传改进. 这些方法增强了选择性育种计划,旨在实现可持续的水产养殖和改善鱼类特征.
科学领域:
- 水产养殖和水生科学 水产养殖和水生科学
- 遗传学和基因组学 遗传学和基因组学
- 动物育种 动物育种
背景情况:
- 水产养殖是一个重要的,不断增长的食品部门,需要可持续的加强.
- 选择性育种是改善水产养殖物种可取特征的关键.
- 奥米克技术为基因增强提供了强大的工具.
研究的目的:
- 审查水产养殖中的新型育种策略.
- 突出多种OMIC数据在选择性育种计划中的整合.
- 讨论人工智能和基因组编辑对基因改进的潜力.
主要方法:
- 关于水产养殖遗传学和育种的当前文献的综述.
- 在基因组预测模型中分析多omics数据集成.
- 在基因映射和表型预测中探索人工智能应用.
- 讨论基因组编辑技术以改善特征.
主要成果:
- 多omics数据集成增强了传统的基因组预测模型.
- 人工智能显示出有效基因映射和遗传优点预测的潜力.
- 基因组编辑提供了精确的方法来修改基因组以增强特征.
结论:
- 在选择性繁殖中整合多学科数据和人工智能对于可持续水产养殖至关重要.
- 基因组编辑提供了创新的方法来改善商业上重要的特征.
- 这些先进的战略有望在水产养殖生产和可持续性方面取得重大进展.
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