Association Mapping of Quantitative Trait Loci for Mineral Element Contents in Whole Grain Rice (Oryza sativa L.)

被引:65
作者
Huang, Yan [1 ]
Sun, Chengxiao [2 ]
Min, Jie [2 ]
Chen, Yaling [1 ]
Tong, Chuan [1 ]
Bao, Jinsong [1 ]
机构
[1] Zhejiang Univ, Inst Nucl Agr Sci, Coll Agr & Biotechnol, Hangzhou 310029, Zhejiang, Peoples R China
[2] China Natl Rice Res Inst, Rice Prod Qual Inspect & Supervis Ctr, Hangzhou 310006, Zhejiang, Peoples R China
关键词
rice; mineral accumulation; association mapping; molecular markers; RANDOMIZED CONTROLLED-TRIAL; BIOFORTIFICATION; ZINC; PLANTS; QTLS; IRON; SUPPLEMENTATION; IDENTIFICATION; ACCUMULATION; RELATEDNESS;
D O I
10.1021/acs.jafc.5b04932
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
Mineral elements in brown rice grain play an important role in human health. In this study, variations in the content of iron (Fe), zinc (Zn), selenium (Se), cadmium (Cd), and lead (Pb) in 378 accessions of brown rice were investigated, and association mapping was used to detect the quantitative trait loci (QTLs) responsible for the variation. Among seven subpopulations, the mean values of Zn and Cd in the japonica group were significantly higher than in the indica groups. The population structure accounted for from 5.7% (Se) to 22.1% (Pb) of the total variation. Correlation analyses showed that Pb was positively correlated with the other minerals (P < 0.001) except for Se. For the five mineral elements investigated, 20 QTLs, including some previously reported and new candidate loci, were identified. Particularly, three cases of QTL colocalization, i.e. Cd and Pb on chromosome 5, Zn and Pb on chromosome 7, and Se and Pb on chromosome 11, were observed. This study suggested that the identified markers could feasibly be used to enhance desired micronutrients while reducing the heavy metal content in whole rice grain by marker-assisted selection (MAS).
引用
收藏
页码:10885 / 10892
页数:8
相关论文
共 40 条
[1]   Mapping QTLs and candidate genes for iron and zinc concentrations in unpolished rice of Madhukar x Swarna RILs [J].
Anuradha, K. ;
Agarwal, Surekha ;
Rao, Y. Venkateswara ;
Rao, K. V. ;
Viraktamath, B. C. ;
Sarla, N. .
GENE, 2012, 508 (02) :233-240
[2]  
Bao JS, 2014, RICE - GERMPLASM, GENETICS AND IMPROVEMENT, P239, DOI 10.5772/56621
[3]   Biofortification-A Sustainable Agricultural Strategy for Reducing Micronutrient Malnutrition in the Global South [J].
Bouis, Howarth E. ;
Welch, Ross M. .
CROP SCIENCE, 2010, 50 (02) :S20-S32
[4]   TASSEL: software for association mapping of complex traits in diverse samples [J].
Bradbury, Peter J. ;
Zhang, Zhiwu ;
Kroon, Dallas E. ;
Casstevens, Terry M. ;
Ramdoss, Yogesh ;
Buckler, Edward S. .
BIOINFORMATICS, 2007, 23 (19) :2633-2635
[5]  
Chandel G, 2011, J PLANT GENET TRANSG, V1, P11
[6]   Determination of selenium concentration of rice in China and effect of fertilization of selenite and selenate on selenium content of rice [J].
Chen, LC ;
Yang, FM ;
Xu, J ;
Hu, Y ;
Hu, QH ;
Zhang, YL ;
Pan, GX .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2002, 50 (18) :5128-5130
[7]   Effects of selenium supplementation for cancer prevention in patients with carcinoma of the skin a randomized controlled trial - A randomized controlled trial [J].
Clark, LC ;
Combs, GF ;
Turnbull, BW ;
Slate, EH ;
Chalker, DK ;
Chow, J ;
Davis, LS ;
Glover, RA ;
Graham, GF ;
Gross, EG ;
Krongrad, A ;
Lesher, JL ;
Park, HK ;
Sanders, BB ;
Smith, CL ;
Taylor, JR .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 1996, 276 (24) :1957-1963
[8]   Environmental effects on mineral accumulation in rice grains and identification of ecological specific QTLs [J].
Du, Juan ;
Zeng, Dali ;
Wang, Biao ;
Qian, Qian ;
Zheng, Shusong ;
Ling, Hong-Qing .
ENVIRONMENTAL GEOCHEMISTRY AND HEALTH, 2013, 35 (02) :161-170
[9]  
FAO (Food and Agricultural Organization), 2001, 5 FAO IPGRI
[10]   Cancer-protective properties of high-selenium broccoli [J].
Finley, JW ;
Ip, C ;
Lisk, DJ ;
Davis, CD ;
Hintze, KJ ;
Whanger, PD .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2001, 49 (05) :2679-2683