Sorghum [Sorghum bicolor (L) Moench], an important grain and forage crop, is receiving significant attention as a lignocellulosic feedstock because of its water-use efficiency and high biomass yield potential. Because of the advancement of genotyping and sequencing technologies, genome-wide association study (GWAS) has become a routinely used method to investigate the genetic mechanisms underlying natural phenotypic variation. In this study, we performed a GWAS for nine grain and biomassrelated plant architecture traits to determine their overall genetic architecture and the specific association of allelic variants in gibberellin (GA) biosynthesis and signaling genes with these phenotypes. A total of 101 single-nucleotide polymorphism (SNP) representative regions were associated with at least one of the nine traits, and two of the significant markers correspond to GA candidate genes, GA2ox5 (Sb09 g028360) and KS3 (Sb06 g028210), affecting plant height and seed number, respectively. The resolution of a previously reported quantitative trait loci (QTL) for leaf angle on chromosome 7 was increased to a 1.67 Mb region containing seven candidate genes with good prospects for further investigation. This study provides new knowledge of the association of GA genes with plant architecture traits and the genomic regions controlling variation in leaf angle, stem circumference, internode number, tiller number, seed number, panicle exsertion, and panicle length. The GA gene affecting seed number variation (KS3, Sb06 g028210) and the genomic region on chromosome 7 associated with variation in leaf angle are also important outcomes of this study and represent the foundation of future validation studies needed to apply this knowledge in breeding programs.
The increasing interest in biomass production for biofuel use is resulting in a paradigm shift in breeding for plant architecture parameters. The genetic manipulation of these traits can positively affect biomass production (Yuan et al., 2008) as suggested by the high correlations between biomass yield and plant height (Lubberstedt et al., 1997;Salas Fernandez et al., 2009) or leaf angle (Morinaka et al., 2006). Sorghum, the fifth most widely grown cereal crop in the world, is receiving significant attention as one of the most productive annual species for bioenergy production (Rooney et al., 2007) in addition to its well-known value as a grain and forage crop. Therefore, understanding the genetic control Core Ideas:• The 101 SNPs were associated with at least one of nine plant architecture traits• KS3 gene was associated with variation in seed number• GA2ox5 gene included in a significant region on chromosome 9 controlling plant height• Novel genomic regions were associated with stem circumference and internode number• Novel genomic regions were associated with tiller number, panicle exsertion, and length of plant architecture traits and applying that knowledge in sorghum breeding programs might be instrumental to develop improved germplasm for the incipient lignocell...