Department of Biological Sciences, University of South Carolina, Columbia, SC 29208, USA.
Proc Natl Acad Sci U S A. 2013 Jan 8;110(2):453-8. doi: 10.1073/pnas.1215985110. Epub 2012 Dec 24.
Accelerating crop improvement in sorghum, a staple food for people in semiarid regions across the developing world, is key to ensuring global food security in the context of climate change. To facilitate gene discovery and molecular breeding in sorghum, we have characterized ~265,000 single nucleotide polymorphisms (SNPs) in 971 worldwide accessions that have adapted to diverse agroclimatic conditions. Using this genome-wide SNP map, we have characterized population structure with respect to geographic origin and morphological type and identified patterns of ancient crop diffusion to diverse agroclimatic regions across Africa and Asia. To better understand the genomic patterns of diversification in sorghum, we quantified variation in nucleotide diversity, linkage disequilibrium, and recombination rates across the genome. Analyzing nucleotide diversity in landraces, we find evidence of selective sweeps around starch metabolism genes, whereas in landrace-derived introgression lines, we find introgressions around known height and maturity loci. To identify additional loci underlying variation in major agroclimatic traits, we performed genome-wide association studies (GWAS) on plant height components and inflorescence architecture. GWAS maps several classical loci for plant height, candidate genes for inflorescence architecture. Finally, we trace the independent spread of multiple haplotypes carrying alleles for short stature or long inflorescence branches. This genome-wide map of SNP variation in sorghum provides a basis for crop improvement through marker-assisted breeding and genomic selection.
加速高粱的作物改良,高粱是发展中国家半干旱地区人民的主食,是在气候变化背景下确保全球粮食安全的关键。为了促进高粱中的基因发现和分子育种,我们对 971 份适应不同农业气候条件的全球种质资源进行了约 265000 个单核苷酸多态性(SNP)的特征分析。利用这个全基因组 SNP 图谱,我们根据地理起源和形态类型对群体结构进行了特征分析,并确定了古代作物在非洲和亚洲不同农业气候区扩散的模式。为了更好地理解高粱中多样化的基因组模式,我们量化了基因组上核苷酸多样性、连锁不平衡和重组率的变化。分析了地方品种的核苷酸多样性,我们发现淀粉代谢基因周围存在选择压力的证据,而在地方品种衍生的渐渗系中,我们发现了与已知高度和成熟度位点相关的渐渗。为了确定主要农业气候性状变异的其他位点,我们对株高组成和花序结构进行了全基因组关联研究(GWAS)。GWAS 图谱鉴定出了几个与株高相关的经典位点,以及与花序结构相关的候选基因。最后,我们追踪了携带短茎或长花序分支等位基因的多个单倍型的独立传播。高粱全基因组 SNP 变异图谱为通过标记辅助选择和基因组选择进行作物改良提供了基础。