Department of Plant Pathology, Kansas State University, 4024 Throckmorton Plant Sciences Center, Manhattan, KS, 66506, USA.
USDA-ARS, Forage and Range Research, Utah State University, Logan, UT, 84322, USA.
Theor Appl Genet. 2022 Aug;135(8):2769-2784. doi: 10.1007/s00122-022-04148-2. Epub 2022 Jun 28.
Analysis of multi-year breeding program data revealed that the genetic architecture of an intermediate wheatgrass population was highly polygenic for both domestication and agronomic traits, supporting the use of genomic selection for new crop domestication. Perennial grains have the potential to provide food for humans and decrease the negative impacts of annual agriculture. Intermediate wheatgrass (IWG, Thinopyrum intermedium, Kernza®) is a promising perennial grain candidate that The Land Institute has been breeding since 2003. We evaluated four consecutive breeding cycles of IWG from 2016 to 2020 with each cycle containing approximately 1100 unique genets. Using genotyping-by-sequencing markers, quantitative trait loci (QTL) were mapped for 34 different traits using genome-wide association analysis. Combining data across cycles and years, we found 93 marker-trait associations for 16 different traits, with each association explaining 0.8-5.2% of the observed phenotypic variance. Across the four cycles, only three QTL showed an F differentiation > 0.15 with two corresponding to a decrease in floret shattering. Additionally, one marker associated with brittle rachis was 216 bp from an ortholog of the btr2 gene. Power analysis and quantitative genetic theory were used to estimate the effective number of QTL, which ranged from a minimum of 33 up to 558 QTL for individual traits. This study suggests that key agronomic and domestication traits are under polygenic control and that molecular methods like genomic selection are needed to accelerate domestication and improvement of this new crop.
多年繁殖计划数据的分析表明,中间偃麦草群体的遗传结构对驯化和农艺性状高度多基因化,支持使用基因组选择进行新作物的驯化。多年生谷物有可能为人类提供食物,并减少一年生农业的负面影响。中间偃麦草(IWG,Thinopyrum intermedium,Kernza®)是一种很有前途的多年生谷物候选品种,自 2003 年以来,土地研究所一直在对其进行培育。我们评估了 2016 年至 2020 年连续四个繁殖周期的 IWG,每个周期包含约 1100 个独特的遗传体。使用基于测序的基因分型标记,使用全基因组关联分析对 34 个不同性状进行了数量性状基因座(QTL)作图。结合跨周期和跨年份的数据,我们发现了 16 个不同性状的 93 个标记-性状关联,每个关联解释了观察到的表型方差的 0.8-5.2%。在四个周期中,只有三个 QTL 显示出 F 分化>0.15,其中两个与小花碎落减少有关。此外,一个与易碎穗轴相关的标记与 btr2 基因的同源物相距 216bp。利用功效分析和数量遗传理论估计了有效 QTL 数量,对于单个性状,范围从最小的 33 个到 558 个 QTL。本研究表明,关键的农艺和驯化性状受多基因控制,需要分子方法如基因组选择来加速这种新作物的驯化和改良。