Limited haplotype diversity underlies polygenic trait architecture across 70years of wheat breeding

被引:50
|
作者
Scott, Michael F. [1 ,2 ]
Fradgley, Nick [3 ]
Bentley, Alison R. [3 ,4 ]
Brabbs, Thomas [5 ]
Corke, Fiona [6 ]
Gardner, Keith A. [3 ]
Horsnell, Richard [3 ]
Howell, Phil [3 ]
Ladejobi, Olufunmilayo [1 ]
Mackay, Ian J. [3 ,7 ]
Mott, Richard [1 ]
Cockram, James [3 ]
机构
[1] Univ Coll London UCL Genet Inst, Gower St, London WC1E 6BT, England
[2] Univ East Anglia, Sch Biol Sci, Norwich Res Pk, Norwich NR4 7TJ, Norfolk, England
[3] Natl Inst Agr Bot NIAB, 93 Lawrence Weaver Rd, Cambridge CB3 0LE, England
[4] Int Maize & Wheat Improvement Ctr CIMMYT, El Batan, Texcoco, Mexico
[5] Earlham Inst, Norwich NR4 7UZ, Norfolk, England
[6] Aberystwyth Univ, Natl Plant Phen Ctr, Inst Biol Rural & Environm Sci IBERS, Aberystwyth SY23 3EE, Dyfed, Wales
[7] SRUC, Peter Wilson Bldg Kings Bldg,W Mains Rd, Edinburgh EH9 3JG, Midlothian, Scotland
基金
英国生物技术与生命科学研究理事会;
关键词
Wheat; MAGIC; Multi-parent population; Imputation; Low-coverage whole-genome sequencing; Genomic prediction; GWAS; Phenomics; Pleiotropy; INTER-CROSS POPULATION; RESISTANCE GENE; HEXAPLOID WHEAT; READ ALIGNMENT; MARKERS; YIELD; CULTIVARS; DISCOVERY; FRAMEWORK; SEQUENCE;
D O I
10.1186/s13059-021-02354-7
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
BackgroundSelection has dramatically shaped genetic and phenotypic variation in bread wheat. We can assess the genomic basis of historical phenotypic changes, and the potential for future improvement, using experimental populations that attempt to undo selection through the randomizing effects of recombination.ResultsWe bred the NIAB Diverse MAGIC multi-parent population comprising over 500 recombinant inbred lines, descended from sixteen historical UK bread wheat varieties released between 1935 and 2004. We sequence the founders' genes and promoters by capture, and the MAGIC population by low-coverage whole-genome sequencing. We impute 1.1M high-quality SNPs that are over 99% concordant with array genotypes. Imputation accuracy only marginally improves when including the founders' genomes as a haplotype reference panel. Despite capturing 73% of global wheat genetic polymorphism, 83% of genes cluster into no more than three haplotypes. We phenotype 47 agronomic traits over 2 years and map 136 genome-wide significant associations, concentrated at 42 genetic loci with large and often pleiotropic effects. Around half of these overlap known quantitative trait loci. Most traits exhibit extensive polygenicity, as revealed by multi-locus shrinkage modelling.ConclusionsOur results are consistent with a gene pool of low haplotypic diversity, containing few novel loci of large effect. Most past, and projected future, phenotypic changes arising from existing variation involve fine-scale shuffling of a few haplotypes to recombine dozens of polygenic alleles of small effect. Moreover, extensive pleiotropy means selection on one trait will have unintended consequences, exemplified by the negative trade-off between yield and protein content, unless selection and recombination can break unfavorable trait-trait associations.
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页数:30
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  • [1] Limited haplotype diversity underlies polygenic trait architecture across 70 years of wheat breeding
    Michael F. Scott
    Nick Fradgley
    Alison R. Bentley
    Thomas Brabbs
    Fiona Corke
    Keith A. Gardner
    Richard Horsnell
    Phil Howell
    Olufunmilayo Ladejobi
    Ian J. Mackay
    Richard Mott
    James Cockram
    Genome Biology, 22