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采用主成分分析的全基因组关联研究确定与花生主要风味相关性状相关的数量性状基因座。

GWAS with principal component analysis identify QTLs associated with main peanut flavor-related traits.

作者信息

Zhang Hui, Dean Lisa, Wang Ming Li, Dang Phat, Lamb Marshall, Chen Charles

机构信息

Department of Crop Science and Technology, College of Agriculture, South China Agricultural University, Guangzhou, China.

Department of Crop, Soil, and Environmental Sciences, Auburn University, Auburn, AL, United States.

出版信息

Front Plant Sci. 2023 Sep 15;14:1204415. doi: 10.3389/fpls.2023.1204415. eCollection 2023.

Abstract

Peanut flavor is a complex and important trait affected by raw material and processing technology owing to its significant impact on consumer preference. In this research, principal component analysis (PCA) on 33 representative traits associated with flavor revealed that total sugars, sucrose, and total tocopherols provided more information related to peanut flavor. Genome-wide association studies (GWAS) using 102 U.S. peanut mini-core accessions were performed to study associations between 12,526 single nucleotide polymorphic (SNP) markers and the three traits. A total of 7 and 22 significant quantitative trait loci (QTLs) were identified to be significantly associated with total sugars and sucrose, respectively. Among these QTLs, four and eight candidate genes for the two traits were mined. In addition, two and five stable QTLs were identified for total sugars and sucrose in both years separately. No significant QTLs were detected for total tocopherols. The results from this research provide useful knowledge about the genetic control of peanut flavor, which will aid in clarifying the molecular mechanisms of flavor research in peanuts.

摘要

花生风味是一个复杂且重要的性状,由于其对消费者偏好有重大影响,受到原材料和加工工艺的影响。在本研究中,对与风味相关的33个代表性性状进行主成分分析(PCA)表明,总糖、蔗糖和总生育酚提供了更多与花生风味相关的信息。利用102份美国花生微型核心种质进行全基因组关联研究(GWAS),以研究12526个单核苷酸多态性(SNP)标记与这三个性状之间的关联。共鉴定出7个和22个分别与总糖和蔗糖显著相关的重要数量性状位点(QTL)。在这些QTL中,挖掘出了这两个性状的4个和8个候选基因。此外,分别在两年中鉴定出了总糖和蔗糖的2个和5个稳定QTL。未检测到与总生育酚显著相关的QTL。本研究结果为花生风味的遗传控制提供了有用的知识,这将有助于阐明花生风味研究的分子机制。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8cf9/10540862/65176b5f26f4/fpls-14-1204415-g001.jpg

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