Liu Jia, Huang Lin, Wang Changquan, Liu Yaxi, Yan Zehong, Wang Zhenzhen, Xiang Lan, Zhong Xiaoying, Gong Fangyi, Zheng Youliang, Liu Dengcai, Wu Bihua
Triticeae Research Institute, Sichuan Agricultural University, Chengdu, China.
Key Laboratory of Crop Genetic Resources and Improvement, Ministry of Education, Sichuan Agricultural University, Chengdu, China.
Front Plant Sci. 2019 Apr 16;10:464. doi: 10.3389/fpls.2019.00464. eCollection 2019.
Grain protein content (GPC) and yield are of two important traits in wheat, but their negative correlation has hampered their simultaneous improvement in conventional breeding. Wild emmer wheat ( ssp. ) is an important genetic resource for wheat quality improvement. In this study, we report a genome-wide association study (GWAS) using 13116 DArT-seq markers to characterize GPC in 161 wheat lines derived from wild emmer. Using a general linear model, we identified 141 markers that were significantly associated with GPC, and grouped into 48 QTL regions. Using both general linear model and mixed linear model, we identified four significant markers that were grouped into two novel QTL regions on chromosomes 2BS () and 7BL (). The two QTLs have no negative effects on thousand kernel weight (TKW) and should be useful for simultaneous improvement of GPC and TKW in wheat breeding. Searches of public databases revealed 61 putative candidate/flanking genes related to GPC. The putative proteins of interest were grouped in four main categories: enzymes, kinase proteins, metal transport-related proteins, and disease resistance proteins. The linked markers and associated candidate genes provide essential information for cloning genes related to high GPC and performing marker-assisted breeding in wheat.
籽粒蛋白质含量(GPC)和产量是小麦的两个重要性状,但它们之间的负相关关系阻碍了在传统育种中对它们的同时改良。野生二粒小麦(ssp.)是小麦品质改良的重要遗传资源。在本研究中,我们报告了一项全基因组关联研究(GWAS),使用13116个DArT-seq标记对161份源自野生二粒小麦的小麦品系的GPC进行表征。使用一般线性模型,我们鉴定出141个与GPC显著相关的标记,并将其归为48个QTL区域。使用一般线性模型和混合线性模型,我们鉴定出4个显著标记,它们归为2B染色体短臂()和7B染色体长臂()上的两个新QTL区域。这两个QTL对千粒重(TKW)没有负面影响,在小麦育种中对同时改良GPC和TKW应该是有用的。对公共数据库的搜索揭示了61个与GPC相关的推定候选/侧翼基因。感兴趣的推定蛋白质分为四大类:酶、激酶蛋白与金属转运相关的蛋白和抗病蛋白。这些连锁标记和相关候选基因为克隆与高GPC相关的基因和在小麦中进行标记辅助育种提供了重要信息。