Department of Horticultural Science, University of Minnesota, Saint Paul, MN, USA.
Department of Plant & Agroecosystem Sciences, University of Wisconsin-Madison, Madison, WI, USA.
Theor Appl Genet. 2024 Apr 10;137(5):99. doi: 10.1007/s00122-024-04610-3.
We find evidence of selection for local adaptation and extensive genotype-by-environment interaction in the potato National Chip Processing Trial (NCPT). We present a novel method for dissecting the interplay between selection, local adaptation and environmental response in plant breeding schemes. Balancing local adaptation and the desire for widely adapted cultivars is challenging for plant breeders and makes genotype-by-environment interactions (GxE) an important target of selection. Selecting for GxE requires plant breeders to evaluate plants across multiple environments. One way breeders have accomplished this is to test advanced materials across many locations. Public potato breeders test advanced breeding material in the National Chip Processing Trial (NCPT), a public-private partnership where breeders from ten institutions submit advanced chip lines to be evaluated in up to ten locations across the country. These clones are genotyped and phenotyped for important agronomic traits. We used these data to interrogate the NCPT for GxE. Further, because breeders submitting clones to the NCPT select in a relatively small geographic range for the first 3 years of selection, we examined these data for evidence of incidental selection for local adaptation, and the alleles underlying it, using an environmental genome-wide association study (envGWAS). We found genomic regions associated with continuous environmental variables and discrete breeding programs, as well as regions of the genome potentially underlying GxE for yield.
我们在马铃薯国家薯条加工试验(NCPT)中发现了选择用于局部适应和广泛基因型-环境互作的证据。我们提出了一种新的方法,可以剖析植物育种计划中选择、局部适应和环境响应之间的相互作用。平衡局部适应和对广泛适应品种的需求对植物育种者来说是具有挑战性的,这使得基因型-环境互作(GxE)成为选择的一个重要目标。选择 GxE 需要植物育种者在多个环境中评估植物。一种方法是在许多地点测试先进材料。公共马铃薯育种者在国家薯条加工试验(NCPT)中测试先进的育种材料,这是一个公私合作伙伴关系,来自十个机构的育种者提交先进的薯条线,在全国多达十个地点进行评估。这些克隆体被用于重要农艺性状的基因型和表型分析。我们使用这些数据来研究 NCPT 中的 GxE。此外,由于在选择的前 3 年,向 NCPT 提交克隆体的育种者在相对较小的地理范围内进行选择,我们使用环境全基因组关联研究(envGWAS)来检查这些数据,以寻找局部适应的偶然选择及其潜在的等位基因的证据。我们发现了与连续环境变量和离散育种计划相关的基因组区域,以及可能与产量 GxE 相关的基因组区域。