Institute of Animal Science, University of Hohenheim, 70599, Stuttgart, Germany.
Anim Genet. 2018 Aug;49(4):317-320. doi: 10.1111/age.12663. Epub 2018 Apr 19.
In this study, genome-wide association study (GWAS) results of porcine F2 crosses were used to map QTL in outcross Piétrain populations. For this purpose, two F2 crosses (Piétrain × Meishan, n = 304; Piétrain × Wild Boar, n = 291) were genotyped with the PorcineSNP60v2 BeadChip and phenotyped for the dressing yield, carcass length, daily gain and drip loss traits. GWASs were conducted in the pooled F2 cross applying single marker mixed linear models. For the investigated traits, between two and five (in total 15) QTL core regions, spanning 250 segregating SNPs around a significant trait-associated peak SNP, were identified. The SNPs within the QTL core regions were subsequently tested for trait association in two outcross Piétrain populations consisting of 771 progeny-tested boars and 210 sows with their own performance records. In the sow (boar) dataset, five (eight) of the 15 mapped QTL were validated. Hence, many QTL mapped in the F2 crosses (with Piétrain as a common founder breed) are still segregating in the current Piétrain breed. This confirms the usefulness of existing F2 crosses for mapping QTL that are still segregating in the recent founder breed generation. The approach utilizes the high power of an F2 cross to map QTL in a breeding population for which it is not guaranteed that they would be found using a GWAS in this population.
在这项研究中,使用猪 F2 杂交的全基因组关联研究 (GWAS) 结果来定位近交皮特兰群体中的 QTL。为此,对两个 F2 杂交群体(皮特兰×梅山,n=304;皮特兰×野猪,n=291)进行了基因组分型,使用了 PorcineSNP60v2 BeadChip,并对出肉率、胴体长、日增重和滴水损失性状进行了表型分析。GWAS 在 pooled F2 杂交中应用单标记混合线性模型进行。对于研究的性状,在两个外交皮特兰群体(771 头后裔测定公猪和 210 头母猪及其自身的性能记录)中,在显著性状关联峰 SNP 周围的 250 个分离 SNP 范围内,确定了 2 到 5 个(总共 15 个)QTL 核心区域。随后在 QTL 核心区域内的 SNP 进行了性状关联测试。在外交皮特兰群体中,验证了 15 个映射 QTL 中的 5 个(8 个)。因此,在当前的皮特兰品种中仍然存在 F2 杂交(以皮特兰为共同祖代品种)中定位的许多 QTL。这证实了利用现有的 F2 杂交来定位在最近的祖代品种世代中仍然分离的 QTL 的有效性。该方法利用 F2 杂交的高功率来定位一个育种群体中的 QTL,而在该群体中使用 GWAS 并不保证能够找到这些 QTL。