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Genome-Wide Association Study Identifies Candidate Genes for Starch Content Regulation in Maize Kernels

机译:全基因组关联研究确定了玉米籽粒中淀粉含量调节的候选基因

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Kernel starch content is an important trait in maize ( Zea mays L.) as it accounts for 65–75% of the dry kernel weight and positively correlates with seed yield. A number of starch synthesis-related genes have been identified in maize in recent years. However, many loci underlying variation in starch content among maize inbred lines still remain to be identified. The current study is a genome-wide association study that used a set of 263 maize inbred lines. In this panel, the average kernel starch content was 66.99%, ranging from 60.60 to 71.58% over the three study years. These inbred lines were genotyped with the SNP50 BeadChip maize array, which is comprised of 56,110 evenly spaced, random SNPs. Population structure was controlled by a mixed linear model (MLM) as implemented in the software package TASSEL. After the statistical analyses, four SNPs were identified as significantly associated with starch content ( P ≤ 0.0001), among which one each are located on chromosomes 1 and 5 and two are on chromosome 2. Furthermore, 77 candidate genes associated with starch synthesis were found within the 100-kb intervals containing these four QTLs, and four highly associated genes were within 20-kb intervals of the associated SNPs. Among the four genes, Glucose-1-phosphate adenylyltransferase ( APS1 ; Gene ID GRMZM2G163437) is known as an important regulator of kernel starch content. The identified SNPs, QTLs, and candidate genes may not only be readily used for germplasm improvement by marker-assisted selection in breeding, but can also elucidate the genetic basis of starch content. Further studies on these identified candidate genes may help determine the molecular mechanisms regulating kernel starch content in maize and other important cereal crops.
机译:籽粒淀粉含量是玉米(玉米)的一个重要特征,因为它占干籽粒重量的65%至75%,并且与种子产量成正比。近年来,已经在玉米中鉴定了许多与淀粉合成相关的基因。但是,玉米近交系中淀粉含量变化的许多位点仍待确定。当前的研究是一个全基因组关联研究,使用了一组263个玉米自交系。在该小组中,三个研究年度的平均仁淀粉含量为66.99%,范围从60.60至71.58%。这些自交系用SNP50 BeadChip玉米阵列进行基因分型,该阵列由56,110个均匀间隔的随机SNP组成。总体结构由软件包TASSEL中实现的混合线性模型(MLM)控制。经过统计分析,鉴定出四个与淀粉含量显着相关的SNP(P≤0.0001),其中一个分别位于1号和5号染色体上,两个位于2号染色体上。此外,发现了77个与淀粉合成相关的候选基因。在包含这四个QTL的100 kb间隔内,四个高度相关的基因在相关SNP的20 kb间隔内。在这四个基因中,葡萄糖-1-磷酸腺苷酸转移酶(APS1;基因ID GRMZM2G163437)被认为是籽粒淀粉含量的重要调节剂。鉴定出的SNP,QTL和候选基因不仅可以通过育种中标记辅助选择容易地用于种质改良,而且可以阐明淀粉含量的遗传基础。对这些鉴定出的候选基因的进一步研究可能有助于确定调节玉米和其他重要谷物作物中籽粒淀粉含量的分子机制。

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