Li Jin, Eltaher Shamseldeen, Freeman Barbie, Singh Sukhwinder, Ali Gul Shad
Subtropical Horticulture Research Station, United States Department of Agriculture, Agriculture Research Service, Miami, FL, United States.
Front Plant Sci. 2024 Aug 13;15:1433436. doi: 10.3389/fpls.2024.1433436. eCollection 2024.
Avocado () is a highly nutritious fruit gaining worldwide popularity. However, its cultivation is currently reliant on a limited number of cultivars with restricted genetic diversity. This study aims to investigate the genetic diversity and population structure of avocado germplasm and identify genetic loci associated with key fruit quality traits that influence customer preference.
A diversity panel of 110 avocado accessions was analyzed using 4,706 high-quality single nucleotide polymorphisms (SNPs). Genetic diversity and population structure were analyzed using pairwise FST, AMOVA, admixture analysis, and phylogenetic analysis. Genome-wide association studies (GWAS) were conducted targeting nine fruit quality traits using two models: General Linear Model (GLM) with Principal Component Analysis (PCA) and Mixed Linear Model (MLM) with PCA and kinship (PCA + K).
The analysis revealed three distinct populations corresponding to the three avocado ecotypes: Guatemalan, West Indian, and Mexican. Phylogenetic analysis indicated a closer relationship between the Guatemalan and West Indian races compared to the Mexican race in our Florida germplasm collection. GWAS led to identification of 12 markers within 11 genomic regions significantly associated with fruit quality traits such as fruit color, shape, taste, and skin texture. These markers explained between 14.84% to 43.96% of the phenotypic variance, with an average of 24.63%. Annotation of these genomic regions unveiled candidate genes potentially responsible for controlling these traits.
The findings enhance our understanding of genetic diversity and population structure in avocado germplasm. The identified genetic loci provide valuable insights into the genetic basis of fruit quality traits, aiding breeding programs in developing improved avocado cultivars. Marker-assisted selection can accelerate the development of new varieties, promoting a more diverse and resilient avocado market.
鳄梨( )是一种营养丰富的水果,在全球范围内越来越受欢迎。然而,其种植目前依赖于数量有限且遗传多样性受限的品种。本研究旨在调查鳄梨种质的遗传多样性和群体结构,并确定与影响消费者偏好的关键果实品质性状相关的基因座。
使用4706个高质量单核苷酸多态性(SNP)对110份鳄梨种质组成的多样性群体进行分析。采用成对FST、方差分析(AMOVA)、混合分析和系统发育分析来分析遗传多样性和群体结构。使用两种模型针对九个果实品质性状进行全基因组关联研究(GWAS):带有主成分分析(PCA)的一般线性模型(GLM)和带有PCA及亲缘关系(PCA + K)的混合线性模型(MLM)。
分析揭示了与三种鳄梨生态型相对应的三个不同群体:危地马拉型、西印度型和墨西哥型。系统发育分析表明,在我们佛罗里达种质收集中,危地马拉型和西印度型品种之间的关系比与墨西哥型品种的关系更密切。GWAS导致在11个基因组区域内鉴定出12个与果实品质性状(如果实颜色、形状、味道和果皮质地)显著相关的标记。这些标记解释了表型变异的14.84%至43.96%,平均为24.63%。对这些基因组区域的注释揭示了可能负责控制这些性状的候选基因。
这些发现加深了我们对鳄梨种质遗传多样性和群体结构的理解。所鉴定的基因座为果实品质性状的遗传基础提供了有价值的见解,有助于育种计划培育改良的鳄梨品种。标记辅助选择可以加速新品种的开发,促进鳄梨市场更加多样化和具有韧性。