INRA, UR1052, Centre de Recherche PACA, 67 Allée des Chênes CS60094, 84143 Montfavet Cedex, France.
INRA, US1279, Etude du Polymorphisme des Génomes végétaux (EPGV), CEA-IG/CNG, 2 rue Gaston Crémieux, 91057 Evry, France.
Plant Sci. 2016 Jan;242:120-130. doi: 10.1016/j.plantsci.2015.06.017. Epub 2015 Jun 23.
Quantitative trait loci (QTL) have been identified using traditional linkage mapping and positional cloning identified several QTLs. However linkage mapping is limited to the analysis of traits differing between two lines and the impact of the genetic background on QTL effect has been underlined. Genome-wide association studies (GWAs) were proposed to circumvent these limitations. In tomato, we have shown that GWAs is possible, using the admixed nature of cherry tomato genomes that reduces the impact of population structure. Nevertheless, GWAs success might be limited due to the low decay of linkage disequilibrium, which varies along the genome in this species. Multi-parent advanced generation intercross (MAGIC) populations offer an alternative to traditional linkage and GWAs by increasing the precision of QTL mapping. We have developed a MAGIC population by crossing eight tomato lines whose genomes were resequenced. We showed the potential of the MAGIC population when coupled with whole genome sequencing to detect candidate single nucleotide polymorphisms (SNPs) underlying the QTLs. QTLs for fruit quality traits were mapped and related to the variations detected at the genome sequence and expression levels. The advantages and limitations of the three types of population, in the context of the available genome sequence and resequencing facilities, are discussed.
数量性状位点 (QTL) 已经通过传统的连锁作图和定位克隆被识别出来,确定了几个 QTL。然而,连锁作图仅限于分析两条线之间差异的性状,并且强调了遗传背景对 QTL 效应的影响。全基因组关联研究 (GWAS) 被提出以克服这些限制。在番茄中,我们已经表明,使用樱桃番茄基因组的混合性质可以进行 GWAS,这降低了群体结构对 QTL 效应的影响。然而,由于连锁不平衡的衰减较低,GWAS 的成功可能会受到限制,这种衰减在该物种的基因组中沿不同的位置发生变化。多亲本高级世代互交 (MAGIC) 群体通过增加 QTL 作图的精度,为传统的连锁和 GWAS 提供了一种替代方法。我们通过杂交 8 个重测序的番茄品系来开发 MAGIC 群体。我们展示了 MAGIC 群体与全基因组测序相结合检测 QTL 下候选单核苷酸多态性 (SNP) 的潜力。映射了果实品质性状的 QTL,并与在基因组序列和表达水平上检测到的变异相关。在可用基因组序列和重测序设施的背景下,讨论了三种群体的优势和局限性。