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Genome-Wide Association Study of Root System Development at Seedling Stage in Rice

机译:基因组 - 水稻幼苗阶段根系开发的基因组关联研究

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摘要

Root network structure plays a crucial role in growth and development processes in rice. Longer, more branched root structures help plants to assimilate water and nutrition from soil, support robust plant growth, and improve resilience to stresses such as disease. Understanding the molecular basis of root development through screening of root-related traits in rice germplasms is critical to future rice breeding programs. This study used a small germplasm collection of 137 rice varieties chosen from the Korean rice core set (KRICE_CORE) to identify loci linked to root development. Two million high-quality single nucleotide polymorphisms (SNPs) were used as the genotype, with maximum root length (MRL) and total root weight (TRW) in seedlings used as the phenotype. Genome-wide association study (GWAS) combined with Principal Components Analysis (PCA) and Kinship matrix analysis identified four quantitative trait loci (QTLs) on chromosomes 3, 6, and 8. Two QTLs were linked to MRL and two were related to TRW. Analysis of Linkage Disequilibrium (LD) decay identified a 230 kb exploratory range for detection of candidate root-related genes. Candidates were filtered using RNA-seq data, gene annotations, and quantitative real-time PCR (qRT-PCR), and five previously characterized genes related to root development were identified, as well as four novel candidate genes. Promoter analysis of candidate genes showed that LOC_Os03g08880 and LOC_Os06g13060 contained SNPs with the potential to impact gene expression in root-related promoter motifs. Haplotype analysis of candidate genes revealed diverse haplotypes that were significantly associated with phenotypic variation. Taken together, these results indicate that LOC_Os03g08880 and LOC_Os06g13060 are strong candidate genes for root development functions. The significant haplotypes identified in this study will be beneficial in future breeding programs for root improvement.
机译:根网络结构在水稻中的生长和开发过程中起着至关重要的作用。更长,更长的根系结构有助于植物从土壤中吸收水和营养,支持肥力的植物生长,并改善疾病等强调的弹性。了解通过筛查水稻种质中的生根相关性状的根本发展的分子基础对未来的稻育课程至关重要。本研究采用了韩国米核心集(KRICE_CORE)中选择的137种米品种的小种质收集,以识别与根部开发相关的基因座。将两百万种高质量的单核苷酸多态性(SNP)用作基因型,具有最大的根长(MRL)和用作表型的幼苗中的总根重量(TRW)。基因组 - 宽协会研究(GWA)与主成分分析(PCA)和亲属基质分析相结合,鉴定了染色体3,6和8的四种定量性状基因座(QTLS)。两个QTL与MRL连接,两个与TRW有关。联动不平衡(LD)衰减的分析鉴定了230kb检测候选根相关基因的探索范围。使用RNA-SEQ数据,基因注释和定量实时PCR(QRT-PCR)过滤候选物,并鉴定出与根部发育有关的五种先前表征基因,以及四种新的候选基因。候选基因的启动子分析表明,Loc_OS03G08880和LOM_OS06G13060含有SNP,其具有影响根系相关启动子基序中的基因表达。候选基因的单倍型分析显示出与表型变异显着相关的多样化单倍型。总之,这些结果表明LOC_OS03G08880和LOC_OS06G13060是用于根开发功能的强候选基因。本研究中发现的重要单倍型将有利于未来的根本改善育种计划。

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