Kumar Satish, Hilario Elena, Deng Cecilia H, Molloy Claire
The New Zealand Institute for Plant and Food Research Limited, Hawkes Bay Research Centre, Havelock North, New Zealand.
The New Zealand Institute for Plant and Food Research Limited, Mount Albert Research Centre, Auckland, New Zealand.
Hortic Res. 2020 Apr 1;7:47. doi: 10.1038/s41438-020-0270-z. eCollection 2020.
The allelic diversity of primitive germplasm of fruit crops provides a useful resource for introgressing novel genes to meet consumer preferences and environmental challenges. Pre-breeding facilitates the identification of novel genetic variation in the primitive germplasm and expedite its utilisation in cultivar breeding programmes. Several generations of pre-breeding could be required to minimise linkage drag from the donor parent and to maximise the genomic content of the recipient parent. In this study we investigated the potential of genomic selection (GS) as a tool for rapid background selection of parents for the successive generation. A diverse set of 274 accessions was genotyped using random-tag genotyping-by-sequencing, and phenotyped for eight fruit quality traits. The relationship between 'own phenotypes' of 274 accessions and their general combining ability (GCA) was also examined. Trait heritability influenced the strength of correspondence between own phenotype and the GCA. The average (across eight traits) accuracy of predicting own phenotype was 0.70, and the correlations between genomic-predicted own phenotype and GCA were similar to the observed correlations. Our results suggest that genome-assisted parental selection (GAPS) is a credible alternative to phenotypic parental selection, so could help reduce the generation interval to allow faster accumulation of favourable alleles from donor and recipient parents.
水果作物原始种质的等位基因多样性为导入新基因以满足消费者偏好和应对环境挑战提供了有用资源。预育种有助于在原始种质中鉴定新的遗传变异,并加快其在品种育种计划中的利用。可能需要几代预育种来最小化来自供体亲本的连锁累赘,并最大化受体亲本的基因组含量。在本研究中,我们调查了基因组选择(GS)作为连续世代亲本快速背景选择工具的潜力。使用随机标签测序基因分型对274份不同的种质进行了基因分型,并对八个果实品质性状进行了表型分析。还研究了274份种质的“自身表型”与其一般配合力(GCA)之间的关系。性状遗传力影响自身表型与GCA之间的对应强度。预测自身表型的平均(八个性状)准确性为0.70,基因组预测的自身表型与GCA之间的相关性与观察到的相关性相似。我们的结果表明,基因组辅助亲本选择(GAPS)是表型亲本选择的可靠替代方法,因此有助于缩短世代间隔,以便更快地积累来自供体和受体亲本的有利等位基因。