Journal
GENOME BIOLOGY
Volume 22, Issue 1, Pages -Publisher
BMC
DOI: 10.1186/s13059-021-02354-7
Keywords
Wheat; MAGIC; Multi-parent population; Imputation; Low-coverage whole-genome sequencing; Genomic prediction; GWAS; Phenomics; Pleiotropy
Funding
- Biotechnology and Biological Sciences Research Council (BBSRC) [BB/E007201/1]
- BBSRC National Capability Grant [BB/CAP1730/1]
- [BB/M011666/1]
- [BB/M011585/1]
- [BB/I002561/1]
- [BB/P024726/1]
- [BBS/OS/NW/000017]
- [BBS/E/T/000PR9816]
- BBSRC [BB/E007201/1, BB/P024726/1, BB/M011585/1, BB/M011666/1, BB/I002561/1] Funding Source: UKRI
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The study found that genetic diversity in bread wheat is low, with most genes clustering in a few haplotypes. By analyzing the genome data of the diverse MAGIC multi-parent population, extensive pleiotropy and polygenic traits were revealed. Limited haplotypes and the interactions among multiple genes could lead to adverse effects on other traits when selecting for one trait.
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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