不同亲缘关系估计方法在猕猴桃育种价值预测中的应用。

IF 2.6 3区 农林科学 Q1 AGRONOMY Molecular Breeding Pub Date : 2023-10-18 eCollection Date: 2023-10-01 DOI:10.1007/s11032-023-01419-8
Daniel Mertten, Samantha Baldwin, Canhong H Cheng, John McCallum, Susan Thomson, David T Ashton, Catherine M McKenzie, Michael Lenhard, Paul M Datson
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引用次数: 0

摘要

在雌雄异株作物中,如软果猕猴桃(猕猴桃),在育种果实特性时的一些主要挑战是选择潜在的雄性亲本和漫长的幼年期。目前,雄性亲本的育种价值是通过后代测试来估计的,这使得培育新的猕猴桃品种既耗时又昂贵。最佳线性无偏预测(BLUP)的应用将允许直接估计性别相关性状,并加快猕猴桃育种。在本研究中,我们使用线性混合模型方法来估计两个不完全因子杂交设计的一个葡萄相关性状和五个果实相关性状的狭义遗传力。我们获得了所有基因型的BLUP,考虑到这种关系是基于谱系还是基于标记。由于基因组测序的高成本,了解不同来源的关系矩阵对估计整个繁殖种群的繁殖值的影响很重要。由于基因组选择在作物育种中的应用越来越多,我们比较了在构建关系矩阵和倍性水平中纳入不同信息来源对BLUP遗传力和预测能力准确性的影响。由于猕猴桃是同源四倍体,在减数分裂过程中可能会出现多价染色体形成和偶尔的双减,这会影响预测的准确性。本研究对同源四倍体猕猴桃育种方案进行了创新。我们证明,当使用基于四倍体标记的关系矩阵而不是具有表型观察的父母BLUP和女性兄弟姐妹时,在没有表型观察的情况下,男性兄弟姐妹的BLUP的准确性大大提高。补充信息:在线版本包含补充材料,可访问10.1007/s11032-023-01419-8。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Implementation of different relationship estimate methodologies in breeding value prediction in kiwiberry (Actinidia arguta).

In dioecious crops such as Actinidia arguta (kiwiberries), some of the main challenges when breeding for fruit characteristics are the selection of potential male parents and the long juvenile period. Currently, breeding values of male parents are estimated through progeny tests, which makes the breeding of new kiwiberry cultivars time-consuming and costly. The application of best linear unbiased prediction (BLUP) would allow direct estimation of sex-related traits and speed up kiwiberry breeding. In this study, we used a linear mixed model approach to estimate narrow sense heritability for one vine-related trait and five fruit-related traits for two incomplete factorial crossing designs. We obtained BLUPs for all genotypes, taking into consideration whether the relationship was pedigree-based or marker-based. Owing to the high cost of genome sequencing, it is important to understand the effects of different sources of relationship matrices on estimating breeding values across a breeding population. Because of the increasing implementation of genomic selection in crop breeding, we compared the effects of incorporating different sources of information in building relationship matrices and ploidy levels on the accuracy of BLUPs' heritability and predictive ability. As kiwiberries are autotetraploids, multivalent chromosome formation and occasionally double reduction can occur during meiosis, and this can affect the accuracy of prediction. This study innovates the breeding programme of autotetraploid kiwiberries. We demonstrate that the accuracy of BLUPs of male siblings, without phenotypic observations, strongly improved when a tetraploid marker-based relationship matrix was used rather than parental BLUPs and female siblings with phenotypic observations.

Supplementary information: The online version contains supplementary material available at 10.1007/s11032-023-01419-8.

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来源期刊
Molecular Breeding
Molecular Breeding 农林科学-农艺学
CiteScore
5.60
自引率
6.50%
发文量
67
审稿时长
1.5 months
期刊介绍: Molecular Breeding is an international journal publishing papers on applications of plant molecular biology, i.e., research most likely leading to practical applications. The practical applications might relate to the Developing as well as the industrialised World and have demonstrable benefits for the seed industry, farmers, processing industry, the environment and the consumer. All papers published should contribute to the understanding and progress of modern plant breeding, encompassing the scientific disciplines of molecular biology, biochemistry, genetics, physiology, pathology, plant breeding, and ecology among others. Molecular Breeding welcomes the following categories of papers: full papers, short communications, papers describing novel methods and review papers. All submission will be subject to peer review ensuring the highest possible scientific quality standards. Molecular Breeding core areas: Molecular Breeding will consider manuscripts describing contemporary methods of molecular genetics and genomic analysis, structural and functional genomics in crops, proteomics and metabolic profiling, abiotic stress and field evaluation of transgenic crops containing particular traits. Manuscripts on marker assisted breeding are also of major interest, in particular novel approaches and new results of marker assisted breeding, QTL cloning, integration of conventional and marker assisted breeding, and QTL studies in crop plants.
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