Detecting the QTL-allele system of seed isoflavone content in Chinese soybean landrace population for optimal cross design and gene system exploration

被引:60
作者
Meng, Shan [1 ,2 ]
He, Jianbo [1 ,2 ]
Zhao, Tuanjie [1 ,2 ,3 ,4 ,5 ]
Xing, Guangnan [1 ,2 ,3 ,4 ,5 ]
Li, Yan [1 ,2 ,3 ,4 ,5 ]
Yang, Shouping [1 ,2 ,3 ,4 ,5 ]
Lu, Jiangjie [1 ,2 ]
Wang, Yufeng [1 ,2 ]
Gai, Junyi [1 ,2 ,3 ,4 ,5 ]
机构
[1] Nanjing Agr Univ, Soybean Res Inst, Nanjing 210095, Jiangsu, Peoples R China
[2] Minist Agr, Natl Ctr Soybean Improvement, Nanjing 210095, Jiangsu, Peoples R China
[3] Minist Agr, Key Lab Biol & Genet Improvement Soybean, Nanjing 210095, Jiangsu, Peoples R China
[4] Nanjing Agr Univ, Natl Key Lab Crop Genet & Germplasm Enhancement, Nanjing 210095, Jiangsu, Peoples R China
[5] Nanjing Agr Univ, Jiangsu Collaborat Innovat Ctr Modern Crop Prod, Nanjing 210095, Jiangsu, Peoples R China
关键词
QUANTITATIVE TRAIT LOCI; GENOME-WIDE ASSOCIATION; COMPLEX TRAITS; HAPLOTYPE BLOCKS; CANCER RISK; SOY; STRATIFICATION; ACCUMULATION; ARCHITECTURE; METAANALYSIS;
D O I
10.1007/s00122-016-2724-0
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Utilizing an innovative GWAS in CSLRP, 44 QTL 199 alleles with 72.2 % contribution to SIFC variation were detected and organized into a QTL-allele matrix for cross design and gene annotation. The seed isoflavone content (SIFC) of soybeans is of great importance to health care. The Chinese soybean landrace population (CSLRP) as a genetic reservoir was studied for its whole-genome quantitative trait loci (QTL) system of the SIFC using an innovative restricted two-stage multi-locus genome-wide association study procedure (RTM-GWAS). A sample of 366 landraces was tested under four environments and sequenced using RAD-seq (restriction-site-associated DNA sequencing) technique to obtain 116,769 single nucleotide polymorphisms (SNPs) then organized into 29,119 SNP linkage disequilibrium blocks (SNPLDBs) for GWAS. The detected 44 QTL 199 alleles on 16 chromosomes (explaining 72.2 % of the total phenotypic variation) with the allele effects (92 positive and 107 negative) of the CSLRP were organized into a QTL-allele matrix showing the SIFC population genetic structure. Additional differentiation among eco-regions due to the SIFC in addition to that of genome-wide markers was found. All accessions comprised both positive and negative alleles, implying a great potential for recombination within the population. The optimal crosses were predicted from the matrices, showing transgressive potentials in the CSLRP. From the detected QTL system, 55 candidate genes related to 11 biological processes were chi (2)-tested as an SIFC candidate gene system. The present study explored the genome-wide SIFC QTL/gene system with the innovative RTM-GWAS and found the potentials of the QTL-allele matrix in optimal cross design and population genetic and genomic studies, which may have provided a solution to match the breeding by design strategy at both QTL and gene levels in breeding programs.
引用
收藏
页码:1557 / 1576
页数:20
相关论文
共 72 条
[1]   Quantitative Trait Loci for Seed Isoflavone Contents in 'MD96-5722' by 'Spencer' Recombinant Inbred Lines of Soybean [J].
Akond, Masum ;
Liu, Shiming ;
Kantartzi, Stella K. ;
Meksem, Khalid ;
Bellaloui, Nacer ;
Lightfoot, David A. ;
Yuan, Jiazheng ;
Wang, Dechun ;
Kassem, My Abdelmajid .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2014, 62 (07) :1464-1468
[2]   Multiplexed shotgun genotyping for rapid and efficient genetic mapping [J].
Andolfatto, Peter ;
Davison, Dan ;
Erezyilmaz, Deniz ;
Hu, Tina T. ;
Mast, Joshua ;
Sunayama-Morita, Tomoko ;
Stern, David L. .
GENOME RESEARCH, 2011, 21 (04) :610-617
[3]  
[Anonymous], 2015, PLOS ONE
[4]   Flavonoids of leguminous plants: Structure, biological activity, and biosynthesis [J].
Aoki, T ;
Akashi, T ;
Ayabe, S .
JOURNAL OF PLANT RESEARCH, 2000, 113 (1112) :475-488
[5]   Haploview: analysis and visualization of LD and haplotype maps [J].
Barrett, JC ;
Fry, B ;
Maller, J ;
Daly, MJ .
BIOINFORMATICS, 2005, 21 (02) :263-265
[6]   Demonstrating stratification in a European American population [J].
Campbell, CD ;
Ogburn, EL ;
Lunetta, KL ;
Lyon, HN ;
Freedman, ML ;
Groop, LC ;
Altshuler, D ;
Ardlie, KG ;
Hirschhorn, JN .
NATURE GENETICS, 2005, 37 (08) :868-872
[7]   Isoflavone treatment for acute menopausal symptoms [J].
Cheng, Guojun ;
Wilczek, Brigitte ;
Warner, Margaret ;
Gustafsson, Jan-Ake ;
Landgren, Britth-Marie .
MENOPAUSE-THE JOURNAL OF THE NORTH AMERICAN MENOPAUSE SOCIETY, 2007, 14 (03) :468-473
[8]   Experimental strategies for the genetic dissection of complex traits in animal models [J].
Darvasi, A .
NATURE GENETICS, 1998, 18 (01) :19-24
[9]   STRESS-INDUCED PHENYLPROPANOID METABOLISM [J].
DIXON, RA ;
PAIVA, NL .
PLANT CELL, 1995, 7 (07) :1085-1097
[10]   The structure of haplotype blocks in the human genome [J].
Gabriel, SB ;
Schaffner, SF ;
Nguyen, H ;
Moore, JM ;
Roy, J ;
Blumenstiel, B ;
Higgins, J ;
DeFelice, M ;
Lochner, A ;
Faggart, M ;
Liu-Cordero, SN ;
Rotimi, C ;
Adeyemo, A ;
Cooper, R ;
Ward, R ;
Lander, ES ;
Daly, MJ ;
Altshuler, D .
SCIENCE, 2002, 296 (5576) :2225-2229