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菠菜叶片矿质元素含量的遗传多样性及关联分析。

Genetic diversity and association mapping of mineral element concentrations in spinach leaves.

机构信息

Department of Horticulture, University of Arkansas, Fayetteville, AR, 72701, USA.

Crop Improvement and Protection Research Unit, USDA-ARS, Salinas, CA, 93905, USA.

出版信息

BMC Genomics. 2017 Dec 4;18(1):941. doi: 10.1186/s12864-017-4297-y.

Abstract

BACKGROUND

Spinach is a useful source of dietary vitamins and mineral elements. Breeding new spinach cultivars with high nutritional value is one of the main goals in spinach breeding programs worldwide, and identification of single nucleotide polymorphism (SNP) markers for mineral element concentrations is necessary to support spinach molecular breeding. The purpose of this study was to conduct a genome-wide association study (GWAS) and to identify SNP markers associated with mineral elements in the USDA-GRIN spinach germplasm collection.

RESULTS

A total of 14 mineral elements: boron (B), calcium (Ca), cobalt (Co), copper (Cu), iron (Fe), potassium (K), magnesium (Mg), manganese (Mn), molybdenum (Mo), sodium (Na), nickel (Ni), phosphorus (P), sulfur (S), and zinc (Zn) were evaluated in 292 spinach accessions originally collected from 29 countries. Significant genetic variations were found among the tested genotypes as evidenced by the 2 to 42 times difference in mineral concentrations. A total of 2402 SNPs identified from genotyping by sequencing (GBS) approach were used for genetic diversity and GWAS. Six statistical methods were used for association analysis. Forty-five SNP markers were identified to be strongly associated with the concentrations of 13 mineral elements. Only two weakly associated SNP markers were associated with K concentration. Co-localized SNPs for different elemental concentrations were discovered in this research. Three SNP markers, AYZV02017731_40, AYZV02094133_57, and AYZV02281036_185 were identified to be associated with concentrations of four mineral components, Co, Mn, S, and Zn. There is a high validating correlation coefficient with r > 0.7 among concentrations of the four elements. Thirty-one spinach accessions, which rank in the top three highest concentrations in each of the 14 mineral elements, were identified as potential parents for spinach breeding programs in the future.

CONCLUSIONS

The 45 SNP markers strongly associated with the concentrations of the 13 mineral elements: B, Ca, Co, Cu, Fe, Mg, Mn, Mo, Na, Ni, P, S, and Zn could be used in breeding programs to improve the nutritional quality of spinach through marker-assisted selection (MAS). The 31 spinach accessions with high concentrations of one to several mineral elements can be used as potential parents for spinach breeding programs.

摘要

背景

菠菜是膳食维生素和矿物质元素的有用来源。培育具有高营养价值的新型菠菜品种是全球菠菜育种计划的主要目标之一,而鉴定矿物质元素浓度的单核苷酸多态性(SNP)标记对于支持菠菜分子育种是必要的。本研究的目的是对美国农业部-GRIN 菠菜种质资源中与矿物质元素相关的 SNP 标记进行全基因组关联研究(GWAS)和鉴定。

结果

对 292 份来自 29 个国家的菠菜种质资源进行了 14 种矿物质元素(硼(B)、钙(Ca)、钴(Co)、铜(Cu)、铁(Fe)、钾(K)、镁(Mg)、锰(Mn)、钼(Mo)、钠(Na)、镍(Ni)、磷(P)、硫(S)和锌(Zn))的评价。测试基因型之间存在显著的遗传变异,表现为矿物质浓度差异 2 到 42 倍。通过测序(GBS)方法共鉴定出 2402 个 SNP,用于遗传多样性和 GWAS 分析。使用 6 种统计方法进行关联分析。鉴定出 45 个 SNP 标记与 13 种矿物质元素的浓度呈强关联。只有 2 个 SNP 标记与 K 浓度弱相关。在本研究中发现了不同元素浓度的共定位 SNP。鉴定出 3 个 SNP 标记 AYZV02017731_40、AYZV02094133_57 和 AYZV02281036_185 与 Co、Mn、S 和 Zn 四种矿物质成分的浓度有关。四种元素浓度之间的验证相关系数 r>0.7。鉴定出 31 个菠菜种质资源,它们在 14 种矿物质元素中的每一种的浓度均排名前三,可作为未来菠菜育种计划的潜在亲本。

结论

与 13 种矿物质元素(B、Ca、Co、Cu、Fe、Mg、Mn、Mo、Na、Ni、P、S 和 Zn)浓度强相关的 45 个 SNP 标记可用于通过标记辅助选择(MAS)提高菠菜的营养价值。具有一种或几种矿物质元素高浓度的 31 个菠菜种质资源可作为菠菜育种计划的潜在亲本。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c5b3/5715654/7cc6d066e04e/12864_2017_4297_Fig1_HTML.jpg

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