Genetic architecture of fresh-market tomato yield

被引:5
|
作者
Bhandari, Prashant [1 ]
Kim, Juhee [2 ]
Lee, Tong Geon [1 ,2 ,3 ,4 ,5 ]
机构
[1] Univ Florida, Hort Sci Dept, Gainesville, FL 32611 USA
[2] Univ Florida, Gulf Coast Res & Educ Ctr, Wimauma, FL 33598 USA
[3] Univ Florida, Plant Breeders Working Grp, Gainesville, FL 32611 USA
[4] Univ Florida, Plant Mol & Cellular Biol Grad Program, Gainesville, FL 32611 USA
[5] Bayer, Chesterfield, MO 63017 USA
基金
美国食品与农业研究所;
关键词
Tomato; Genetic improvement; Yield; Genetic mapping; Genomic estimated breeding value; Genomic selection; COPY NUMBER VARIATION; NEMATODE-RESISTANCE; QUANTITATIVE TRAIT; GENOMIC SELECTION; FRUIT SIZE; HYBRID TOMATO; LINKAGE PANEL; ASSOCIATION; PREDICTION; POPULATION;
D O I
10.1186/s12870-022-04018-5
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Background The fresh-market tomato (Solanum lycopersicum) is bred for direct consumption and is selected for a high yield of large fruits. To understand the genetic variations (distinct types of DNA sequence polymorphism) that influence the yield, we collected the phenotypic variations in the yields of total fruit, extra-large-sized fruit, small-sized fruit, or red-colored fruit from 68 core inbred contemporary U.S. fresh-market tomatoes for three consecutive years and the genomic information in 8,289,741 single nucleotide polymorphism (SNP) positions from the whole-genome resequencing of these tomatoes.Results Genome-wide association (GWA) mapping using the SNP data with or without SNP filtering steps using the regularization methods, validated with quantitative trait loci (QTL) linkage mapping, identified 18 significant association signals for traits evaluated. Among them, 10 of which were not located within genomic regions previously identified as being associated with fruit size/shape. When mapping-driven association signals [558 SNPs associated with 28 yield (component) traits] were used to calculate genomic estimated breeding values (GEBVs) of evaluated traits, the prediction accuracies of the extra-large-sized fruit and small-sized fruit yields were higher than those of the total and red-colored fruit yields, as we tested the generated breeding values in inbred tomatoes and F-2 populations. Improved accuracy in GEBV calculation of evaluated traits was achieved by using 364 SNPs identified using the regularization methods.Conclusions Together, these results provide an understanding of the genetic variations underlying the heritable phenotypic variability in yield in contemporary tomato breeding and the information necessary for improving such economically important and complex quantitative trait through breeding.
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页数:15
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