Potential assessment of genome-wide association study and genomic selection in Japanese pear Pyrus pyrifolia

Although the potential of marker-assisted selection (MAS) in fruit tree breeding has been reported, bi-parental QTL mapping before MAS has hindered the introduction of MAS to fruit tree breeding programs. Genome-wide association studies (GWAS) are an alternative to bi-parental QTL mapping in long-li...

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Veröffentlicht in:Breeding science. - 1998. - 63(2013), 1 vom: 01. März, Seite 125-40
1. Verfasser: Iwata, Hiroyoshi (VerfasserIn)
Weitere Verfasser: Hayashi, Takeshi, Terakami, Shingo, Takada, Norio, Sawamura, Yutaka, Yamamoto, Toshiya
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2013
Zugriff auf das übergeordnete Werk:Breeding science
Schlagworte:Journal Article Japanese pear black spot resistance genome-wide association study (GWAS) genomic selection (GS) harvest time ordinal categorical traits
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520 |a Although the potential of marker-assisted selection (MAS) in fruit tree breeding has been reported, bi-parental QTL mapping before MAS has hindered the introduction of MAS to fruit tree breeding programs. Genome-wide association studies (GWAS) are an alternative to bi-parental QTL mapping in long-lived perennials. Selection based on genomic predictions of breeding values (genomic selection: GS) is another alternative for MAS. This study examined the potential of GWAS and GS in pear breeding with 76 Japanese pear cultivars to detect significant associations of 162 markers with nine agronomic traits. We applied multilocus Bayesian models accounting for ordinal categorical phenotypes for GWAS and GS model training. Significant associations were detected at harvest time, black spot resistance and the number of spurs and two of the associations were closely linked to known loci. Genome-wide predictions for GS were accurate at the highest level (0.75) in harvest time, at medium levels (0.38-0.61) in resistance to black spot, firmness of flesh, fruit shape in longitudinal section, fruit size, acid content and number of spurs and at low levels (<0.2) in all soluble solid content and vigor of tree. Results suggest the potential of GWAS and GS for use in future breeding programs in Japanese pear 
650 4 |a Journal Article 
650 4 |a Japanese pear 
650 4 |a black spot resistance 
650 4 |a genome-wide association study (GWAS) 
650 4 |a genomic selection (GS) 
650 4 |a harvest time 
650 4 |a ordinal categorical traits 
700 1 |a Hayashi, Takeshi  |e verfasserin  |4 aut 
700 1 |a Terakami, Shingo  |e verfasserin  |4 aut 
700 1 |a Takada, Norio  |e verfasserin  |4 aut 
700 1 |a Sawamura, Yutaka  |e verfasserin  |4 aut 
700 1 |a Yamamoto, Toshiya  |e verfasserin  |4 aut 
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