QTL detection in a pedigreed breeding population of diploid potato

被引:8
作者
Korontzis, George [1 ]
Malosetti, Marcos [1 ]
Zheng, Chaozhi [1 ]
Maliepaard, Chris [2 ]
Mulder, Han A. [3 ]
Lindhout, Pim [4 ]
Veerkamp, Roel F. [3 ]
van Eeuwijk, Fred A. [1 ]
机构
[1] Wageningen Univ & Res, Biometis, Droevendaalsesteeg 1,POB 16, NL-6700 AA Wageningen, Netherlands
[2] Wageningen Univ & Res, Plant Breeding, Droevendaalsesteeg 1,POB 386, NL-6700 AJ Wageningen, Netherlands
[3] Wageningen Univ & Res, Anim Breeding & Genom, Droevendaalsesteeg 1,POB 338, NL-6700 AH Wageningen, Netherlands
[4] Solynta, Dreijenlaan 2, NL-6703 HA Wageningen, Netherlands
基金
荷兰研究理事会;
关键词
QTL mapping; Diploid potato; Hybrid potato; GWAS; Identity-by-descent; Pedigree; QUANTITATIVE TRAIT LOCI; RANDOM-MODEL APPROACH; TETRAPLOID POTATO; SOLANUM-TUBEROSUM; LINKAGE DISEQUILIBRIUM; AGRONOMIC TRAITS; ASSOCIATION; POWER; SELECTION; RESISTANCE;
D O I
10.1007/s10681-020-02674-y
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Diploid hybrid potato breeding is emerging as an alternative to breeding tetraploid potato clones. The development of diploid breeding varieties involves recent, shallow pedigrees with a limited number of founders. Within this context, alternative QTL detection methodologies should be considered to enable identification of relevant QTLs and characterize the founders of the pedigree. To that end, we are using a dataset of multiple diploid potato F-3 families under selection derived by a cross between an inbred Solanum chacoense and an outbred diploid Solanum tuberosum, and identify QTLs for tuber fresh weight. We used three methods for QTL detection: (1) a Genome Wide Association Study model, (2) a linkage approach tailored to the population under study and (3) a more general approach for modelling multiallelic QTLs in complex pedigrees using identity-by-descent (IBD) probabilities. We show that all three approaches enable detection of QTLs in the population under study, but the method that makes better use of IBD information has a more direct and detailed interpretation by linking QTL alleles to the founders.
引用
收藏
页数:14
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