Crop Functional Genome Research Center, Biotechnology Research Institute, Chinese Academy of Agricultural Sciences, Beijing 100081, China.
National Nanfan Research Institute (Sanya), Chinese Academy of Agricultural Sciences, Sanya 572024, China.
Genes (Basel). 2022 Mar 23;13(4):564. doi: 10.3390/genes13040564.
Drought is one of the most critical environmental factors constraining maize production. When it occurs at the flowering stage, serious yield losses are caused, and often, the damage is irretrievable. In this study, anthesis to silk interval (ASI), plant height (PH), and ear biomass at the silking date (EBM) of 279 inbred lines were studied under both water-stress (WS) and well-water (WW) field conditions, for three consecutive years. Averagely, ASI was extended by 25.96%, EBM was decreased by 17.54%, and the PH was reduced by 12.47% under drought stress. Genome-wide association studies were carried out using phenotypic values under WS, WW, and drought-tolerance index (WS-WW or WS/WW) and applying a mixed linear model that controls both population structure and relative kinship. In total, 71, 159, and 21 SNPs, located in 32, 59, and 12 genes, were significantly (P < 10−5) associated with ASI, EBM, and PH, respectively. Only a few overlapped candidate genes were found to be associated with the same drought-related traits under different environments, for example, ARABIDILLO 1, glycoprotein, Tic22-like, and zinc-finger family protein for ASI; 26S proteasome non-ATPase and pyridoxal phosphate transferase for EBM; 11-ß-hydroxysteroid dehydrogenase, uncharacterised, Leu-rich repeat protein kinase, and SF16 protein for PH. Furthermore, most candidate genes were revealed to be drought-responsive in an association panel. Meanwhile, the favourable alleles/key variations were identified with a haplotype analysis. These candidate genes and their key variations provide insight into the genetic basis of drought tolerance, especially for the female inflorescence, and will facilitate drought-tolerant maize breeding.
干旱是限制玉米生产的最关键环境因素之一。当它发生在开花期时,会导致严重的产量损失,而且通常这种损失是不可挽回的。在这项研究中,在连续三年的水胁迫(WS)和充分供水(WW)田间条件下,研究了 279 个自交系的开花期至吐丝期间隔(ASI)、株高(PH)和吐丝日期的穗生物量(EBM)。平均而言,干旱胁迫下 ASI 延长了 25.96%,EBM 降低了 17.54%,PH 降低了 12.47%。使用 WS 下的表型值、WW 下的表型值和耐旱指数(WS-WW 或 WS/WW)进行全基因组关联研究,并应用混合线性模型来控制群体结构和相对亲缘关系。总共发现了 71、159 和 21 个 SNP,分别位于 32、59 和 12 个基因中,与 ASI、EBM 和 PH 显著相关(P < 10−5)。在不同环境下,只有少数重叠的候选基因与同一与干旱相关的性状相关,例如 ARABIDILLO 1、糖蛋白、Tic22 样和锌指家族蛋白与 ASI 相关;26S 蛋白酶体非 ATP 酶和吡哆醛磷酸转移酶与 EBM 相关;11-β-羟甾醇脱氢酶、未知、富含亮氨酸重复蛋白激酶和 SF16 蛋白与 PH 相关。此外,大多数候选基因在关联面板中被揭示为对干旱有反应。同时,通过单倍型分析确定了有利等位基因/关键变异。这些候选基因及其关键变异为耐旱性的遗传基础提供了深入的了解,特别是对于雌性花序,将有助于耐旱性玉米的培育。