中国农业科学 ›› 2019, Vol. 52 ›› Issue (14): 2391-2405.doi: 10.3864/j.issn.0578-1752.2019.14.002

• 作物遗传育种·种质资源·分子遗传学 • 上一篇    下一篇

玉米花期根系结构的表型变异与全基因组关联分析

张小琼1,郭剑2,代书桃3,任元4,李凤艳5,刘京宝3,李永祥2,张登峰2,石云素2,宋燕春2,黎裕2,王天宇2,邹华文1(),李春辉2()   

  1. 1长江大学农学院,湖北荆州 434000
    2中国农业科学院作物科学研究所,北京 100081
    3河南省农业科学院粮食作物研究所,郑州 450002
    4山西省农业科学院农作物品种资源研究所,太原 030031
    5西北农林科技大学农学院,陕西杨凌 712100
  • 收稿日期:2019-03-20 接受日期:2019-04-25 出版日期:2019-07-16 发布日期:2019-07-26
  • 通讯作者: 邹华文,李春辉
  • 作者简介:张小琼,E-mail: qiong2017@foxmail.com。
  • 基金资助:
    国家重点研发计划(2016YFD0100103);国家重点研发计划(2017YFD0102003);作物种质资源保护与利用专项(201303007);中国科协青年人才托举计划(2016QNRC001);中国农业科学院科技创新工程项目

Phenotypic Variation and Genome-wide Association Analysis of Root Architecture at Maize Flowering Stage

ZHANG XiaoQiong1,GUO Jian2,DAI ShuTao3,REN Yuan4,LI FengYan5,LIU JingBao3,LI YongXiang2,ZHANG DengFeng2,SHI YunSu2,SONG YanChun2,LI Yu2,WANG TianYu2,ZOU HuaWen1(),LI ChunHui2()   

  1. 1College of Agriculture, Yangtze University, Jingzhou 434000, Hubei
    2Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing 100081
    3Cereal Crops Institute, Henan Academy of Agricultural Sciences, Zhengzhou 450002
    4Institute of Crop Germplasm Resources, Shanxi Academy of Agricultural Sciences, Taiyuan 030031
    5College of Agronomy, Northwest Agricultural and Forestry University, Yangling 712100, Shanxi
  • Received:2019-03-20 Accepted:2019-04-25 Online:2019-07-16 Published:2019-07-26
  • Contact: HuaWen ZOU,ChunHui LI

摘要:

【目的】根系作为植株吸收水分和养分的重要器官,对玉米生长及产量的形成至关重要。研究玉米根系结构的遗传机制指导玉米高产育种实践。【方法】以111份玉米优异自交系为材料,于2017年在北京、陕西永寿、山西定襄和河南原阳4个环境下对玉米地下节根层数(RLN)、地下节根总条数(TRN)、地下节根角度(RA)、地下节根面积(RS)、地下节根体积(RV)和地下节根干重(RDW)等6个玉米根系相关性状进行调查。取4个环境的平均值作为6个根系相关性状的表型数据,对6个相关性状进行统计分析和相关性分析,对不同年代、不同类群自交系的地下节根相关性状进行差异分析。基于该群体全基因组152 352个高质量SNP标记,利用FarmCPU模型进行全基因组关联分析获得显著关联SNP位点,并在LD衰减距离范围内查找候选基因,对候选基因的功能进行富集分析。【结果】表型分析表明,6个地下节根性状均呈现正态分布,且均显示出较高的遗传力;相关性分析结果表明,地下节根层数和总条数均与地下节根角度和面积呈负相关,地下节根的角度、面积、体积和干重等4个性状之间相互呈现显著正相关关系;不同年代的玉米地下根系结构存在差异,地下节根层数和总条数在年代的更替间表现出下降的趋势,地下节根角度和面积在年代更替间表现出上升的趋势,根干重和根体积在各年代间无显著差异;玉米地下根系结构在类群间也存在差异,旅大红骨类群的6个地下节根性状值均高于其余类群。全基因组关联分析共检测到26个SNP位点与地下节根层数、总条数、体积和干重性状显著关联(P<0.00001),其中11个显著关联位点定位于前人报道的根系QTL区间内,2个显著关联SNP在地下节根层数和总条数中均被检测到。基于显著关联SNP位点共挖掘到177个候选基因,其中135个具有功能注释,Zm00001d037368可能为控制地下节根层数和总条数的一因多效候选基因。候选基因功能的富集分析结果显示,候选基因的功能主要涉及植物体内的代谢调节、应激反应、运输活性、催化活性、结合蛋白及细胞成分等。【结论】玉米自交系的根系结构在不同年代间和不同类群间存在不同程度的差异,采用全基因组关联分析策略挖掘控制玉米根系结构的相关遗传位点及候选基因,共检测到26个显著关联的SNP位点。

关键词: 玉米, 节根, 全基因组关联分析, 候选基因

Abstract:

【Objective】The root system as an important organ absorbing water and nutrients for plants, is essential for growth and grain yield of maize. More understanding of the genetic mechanism of the root architecture of maize is of great significance for the practice of high-yield breeding of maize.【Method】In this study, 111 maize elite inbred lines were used as an association population. In 2017, six belowground nodal root-related traits, i.e. nodal root layer number (RLN), total nodal root number (TRN), nodal root angle (RA), nodal root area (RS), nodal root volume (RV) and nodal root dry weight (RDW), were measured under four environments including Beijing, Yongshou of Shanxi province, Dingxiang of Shanxi province and Yuanyang of Henan province. The average of the four environments were used as the phenotypic data of the six root-related traits. The statistical analysis and correlation analysis were carried out on six traits, and the differences of six root-related traits for inbred lines developed in different eras and for inbred lines in different heterotic groups were also analyzed. Based on 152352 high-quality SNP markers obtained in this population, the FarmCPU model was used for genome-wide association analysis to obtain significantly associated SNP loci, and candidate genes were predicted based on the LD interval sequence of these significant associated SNPs, and a functional enrichment analysis of candidate genes was carried out.【Result】The phenotypic analysis showed that the six belowground nodal root traits exhibited a normal distribution and high level of heritability. The correlation analysis showed that RLN and TRN are negatively correlated with RA and RS; RA, RS, RV and RDW are significantly positively correlated with each other. With the advance of maize breeding era, RLN and TRN had a decreasing trend, and RA and RS had an increasing trend. There were no significant differences for RDW and RV among inbred lines of different eras. The belowground root structure of those inbred lines from different maize heterotic groups also showed differences, and the six traits of the Lüda Red Cob group were all higher than those of other groups. Genome-wide association study (GWAS) yielded 26 significantly associated SNPs (P<0.00001) referring to RLN, TRN, RV and RDW, of which 11 SNPs located in root-related QTLs previously reported, and 2 SNPs were detected to be significant correlation with RLN and TRN. A total of 177 candidate genes were found based on those significantly associated SNPs, of which 135 genes have functional annotation, the gene Zm00001d037368 was one pleiotropic gene influencing RLN and TRN. The results of enrichment analysis of candidate genes mainly involved in metabolic regulation, the response to stress, transporter activity, catalytic activity, binding protein and cellular components in plants.【Conclusion】The root architecture of maize inbred lines from different eras and different heterotic groups had differences with various degree. Root-related genetic loci and candidate genes identified by the genome-wide association analysis, a total of 26 loci associated with root-related traits were identified.

Key words: maize (Zea mays L.), nodal root, genome-wide association study, candidate gene