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Association Mapping of Biomass Yield and Stem Composition in a Tetraploid Alfalfa Breeding Population

机译:四倍体苜蓿育种种群生物量产量和茎秆组成的关联图谱

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Alfalfa (Medicago sativa L.), an important forage crop that is also a potential biofuel crop, has advantages of high yield, high lignocellulose concentration in stems, and has low input costs. In this study, we investigated population structure and linkage disequilibrium (LD) patterns in a tetraploid alfalfa breeding population using genome-wide simple sequence repeat (SSR) markers and identified markers related to yield and cell wall composition by association mapping. No obvious population structure was found in our alfalfa breeding population, which could be due to the relatively narrow genetic base of the founders and/or due to two generations of random mating. We found significant LD (p 0.001) between 61.5% of SSR marker pairs separated by less than 1 Mbp. The observed large extent of LD could be explained by the effect of bottlenecking and selection or the high mutation rates of SSR markers. Total marker heterozygosity was positively related to biomass yield in each of five environments, but no relationship was noted for stem composition traits. Of a total of 312 nonrare (frequency 10%) alleles across the 71 SSR markers, 15 showed strong association (p 0.005) with yield in at least one of five environments, and most of the 15 alleles were identified in multiple environments. Only one allele showed strong association with acid detergent fiber (ADF) and one allele with acid detergent lignin (ADL). Alleles associated with traits could be directly applied in a breeding program using marker-assisted selection. However, based on our estimated LD level, we would need about 1000 markers to explore the whole alfalfa genome for association between markers and traits.
机译:苜蓿(苜蓿(Medicago sativa L.))是一种重要的饲料作物,也是一种潜在的生物燃料作物,具有产量高,茎中木质纤维素浓度高的优点,并且投入成本低。在这项研究中,我们使用全基因组简单序列重复(SSR)标记研究了四倍体苜蓿繁殖种群的种群结构和连锁不平衡(LD)模式,并通过关联作图鉴定了与产量和细胞壁组成有关的标记。在我们的苜蓿繁殖种群中未发现明显的种群结构,这可能是由于创始人的相对较窄的遗传基础和/或由于两代随机交配。我们发现在61.5%的SSR标记对之间存在显着的LD(p <0.001),分隔距离小于1 Mbp。观察到的大范围LD可以通过瓶颈和选择的影响或SSR标记的高突变率来解释。在五个环境中,每种标记的总杂合​​度均与生物量产量成正相关,但与茎组成性状没有相关性。在71个SSR标记中的312个非稀有等位基因(频率> 10%)中,至少有15个等位基因在五个环境之一中与产量有很强的相关性(p <0.005),并且在多个环境中鉴定了15个等位基因中的大多数。只有一个等位基因显示与酸性洗涤剂纤维(ADF)密切相关,而一个等位基因显示与酸性洗涤剂木质素(ADL)相关。与性状相关的等位基因可以使用标记辅助选择直接应用于育种程序。然而,根据我们估计的LD水平,我们将需要约1000个标记来探索整个苜蓿基因组,以实现标记与性状之间的关联。

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