在草中进行家族内基因组选择:优化标记物密度,试验设计和训练集组成
Joshua Sleper1, Ronald Tapia2, Seonghee Lee1
1Plant Breeding Graduate Program, Horticultural Sciences Department, University of Florida, IFAS Gulf Coast Research and Education Center, Wimauma, Florida, USA.
The plant genome
|January 10, 2025
概括
草育种中的基因组选择可以使用中密度基因型定型和大量培训种群来准确进行. 将克隆复制物减少80%并没有影响产量特征的基因组选择精度.
科学领域:
- 植物育种 植物育种
- 量化遗传学 量化遗传学
- 基因组学就是基因组学.
背景情况:
- 基因组选择 (GS) 对于使用基因组和表型数据来确定遗传价值至关重要.
- 草育种计划需要有效的方法来选择高产品种.
研究的目的:
- 评估各种基因组选择方法用于草中的家族内选择.
- 为了优化标记物密度,培训种群大小,以及对产量特征的复制策略.
主要方法:
- 利用来自草双亲家庭的大量培训群体 (3248个人) 和测试群体 (1460个人).
- 测试了11种标记密度,10种训练集大小,4种组合技术和1-5种克隆复制.
- 在20个双亲家庭中评估了与产量相关的特征的预测准确性.
主要成果:
- 预测准确度在家庭之间有显著差异 (0.05-0.63).
- 中密度基因型定型 (1500-1650个SNP) 实现了95%-97%的高密度有效性;归算提高了准确性.
- 增加训练集大小提高了准确性;减少80%的克隆复制品没有负面影响.
结论:
- 中等密度的基因型定型和大量的培训种群对于草的基因组选择是有效的.
- 优化策略,包括减少复制,可以提高育种计划的效率.
- 基因组选择为加速草产量特征的遗传收益提供了一个强大的工具.
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