Genetic Diversity, Population Structure, and Linkage Disequilibrium of Pearl Millet

被引:39
作者
Serba, Desalegn D. [1 ]
Muleta, Kebede T. [2 ]
St Amand, Paul [2 ]
Bernardo, Amy [2 ]
Bai, Guihua [2 ]
Perumal, Ramasamy [1 ]
Bashir, Elfadil [1 ]
机构
[1] Kansas State Univ, Agr Res Ctr Hays, 1232 240th Ave, Hays, KS 67601 USA
[2] USDA ARS, Hard Winter Wheat Genet Res Unit, Manhattan, KS USA
关键词
PENNISETUM-GLAUCUM; RECOMBINATION; MODEL; SET; MAP; ASSOCIATION; IMPROVEMENT; EVOLUTION; TRAITS; PLANT;
D O I
10.3835/plantgenome2018.11.0091
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Pearl millet [Cenchrus americanus (L.) Morrone syn. Pennisetum glaucum (L.) R. Br.] is one of the most extensively cultivated cereals in the world, after wheat (Triticum aestivum L.), maize (Zea mays L.), rice (Oryza sativa L.), barley (Hordeum vulgare L.), and sorghum [Sorghum bicolor (L.) Moench]. It is the main component of traditional farming systems and a staple food in the arid and semiarid regions of Africa and southern Asia. However, its genetic improvement is lagging behind other major cereals and the yield is still low. Genotyping-by-sequencing (GBS)-based single-nucleotide polymorphism (SNP) markers were screened on a total of 398 accessions from different geographic regions to assess genetic diversity, population structure, and linkage disequilibrium (LD). By mapping the GBS reads to the reference genome sequence, 82,112 genome-wide SNPs were discovered. The telomeric regions of the chromosomes have the higher SNP density than in pericentromeric regions. Model-based clustering analysis of the population revealed a hierarchical genetic structure of six subgroups that mostly overlap with the geographic origins or sources of the genotypes but with differing levels of admixtures. A neighbor-joining phylogeny analysis revealed that germplasm from western Africa rooted the dendrogram with much diversity within each subgroup. Greater LD decay was observed in the west-African subpopulation than in the other subpopulations, indicating a long history of recombination among landraces. Also, genome scan of genetic differentiatation detected different selection histories among subpopulations. These results have potential application in the development of genomic-assisted breeding in pearl millet and heterotic grouping of the lines for improved hybrid performance.
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页数:12
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