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西班牙大型苹果种质资源农艺和生化性状的群体结构及关联作图

Population Structure and Association Mapping for Agronomical and Biochemical Traits of a Large Spanish Apple Germplasm.

作者信息

Mignard Pierre, Font I Forcada Carolina, Giménez Rosa, Moreno María Ángeles

机构信息

Department of Pomology, Estación Experimental de Aula Dei, Consejo Superior de Investigaciones Científicas (EEAD-CSIC), P.O. Box 13034, 50080 Zaragoza, Spain.

出版信息

Plants (Basel). 2023 Mar 9;12(6):1249. doi: 10.3390/plants12061249.

Abstract

A basic knowledge of linkage disequilibrium and population structure is necessary in order to determine the genetic control and identify significant associations with agronomical and phytochemical compounds in apple ( Borkh). In this study, 186 apple accessions (Pop1), representing both Spanish native accessions (94) and non-Spanish cultivars (92) from the EEAD-CSIC apple core collection, were assessed using 23 SSRs markers. Four populations were considered: Pop1, Pop2, Pop3, and Pop4. The initial Pop1 was divided into 150 diploid (Pop2) and 36 triploid accessions (Pop3), while for the inter-chromosomal linkage disequilibrium and the association mapping analysis, 118 phenotype diploid accessions were considered Pop4. Thus, the average number of alleles per locus and observed heterozygosity for the overall sample set (Pop1) were 15.65 and 0.75, respectively. The population structure analysis identified two subpopulations in the diploid accessions (Pop2 and Pop4) and four in the triploids (Pop3). Regarding the Pop4, the population structure with K = 2 subpopulations segregation was in agreement with the UPGMA cluster analysis according to the genetic pairwise distances. Moreover, the accessions seemed to be segregated by their origin (Spanish/non-Spanish) in the clustering analysis. One of the two subpopulations encountered was quite-exclusively formed by non-Spanish accessions (30 out of 33). Furthermore, agronomical and basic fruit quality parameters, antioxidant traits, individual sugars, and organic acids were assessed for the association mapping analysis. A high level of biodiversity was exhibited in the phenotypic characterization of Pop4, and a total of 126 significant associations were found between the 23 SSR markers and the 21 phenotypic traits evaluated. This study also identified many new marker-locus trait associations for the first time, such as in the antioxidant traits or in sugars and organic acids, which may be useful for predictions and for a better understanding of the apple genome.

摘要

为了确定苹果(蔷薇科苹果属)的遗传控制并识别与农艺和植物化学化合物的显著关联,有必要了解连锁不平衡和群体结构的基础知识。在本研究中,使用23个SSR标记对186份苹果种质(群体1)进行了评估,这些种质代表了西班牙本土种质(94份)和来自EEAD-CSIC苹果核心种质库的非西班牙品种(92份)。研究考虑了四个群体:群体1、群体2、群体3和群体4。最初的群体1被分为150份二倍体(群体2)和36份三倍体种质(群体3),而对于染色体间连锁不平衡和关联图谱分析,118份表型二倍体种质被视为群体4。因此,整个样本集(群体1)每个位点的平均等位基因数和观察到的杂合度分别为15.65和0.75。群体结构分析在二倍体种质(群体2和群体4)中识别出两个亚群,在三倍体种质(群体3)中识别出四个亚群。关于群体4,K = 2个亚群分离的群体结构与基于遗传成对距离的UPGMA聚类分析结果一致。此外,在聚类分析中,种质似乎按其来源(西班牙/非西班牙)进行了分离。遇到的两个亚群之一几乎完全由非西班牙种质组成(33份中的30份)。此外,还评估了农艺和基本果实品质参数、抗氧化特性、单糖和有机酸,用于关联图谱分析。群体4的表型特征表现出高度的生物多样性,在23个SSR标记与21个评估的表型性状之间共发现了126个显著关联。本研究还首次鉴定了许多新的标记-位点-性状关联,例如在抗氧化特性或糖和有机酸方面,这可能有助于预测并更好地理解苹果基因组。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/34e6/10057825/060f0cf2cf45/plants-12-01249-g001.jpg

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