Chen Ying, Dong Hai-Bin, Peng Chao-Jun, Du Xi-Jun, Li Chun-Xin, Han Xue-Lian, Sun Wen-Xian, Zhang Yuan-Ming, Hu Lin
College of Plant Science and Technology, Huazhong Agricultural University, Wuhan, 430070, People's Republic of China.
Institute of Crops Molecular Breeding, Henan Academy of Agricultural Sciences, Zhengzhou, 450002, People's Republic of China.
BMC Plant Biol. 2025 May 14;25(1):636. doi: 10.1186/s12870-025-06489-8.
Climate changes pose challenges to crop production. However, the causes of phenotypic differences across environments remain unclear.
Here, heading date (HD), flowering date (FD), and plant height (PH) were measured along with four environmental factors (day length (DL), growing degree days (GDD), precipitation (PRCP), and photothermal ratio (PTR)) to investigate the genetic basis of phenotypic plasticity of these traits in 616 wheat accessions using genome-wide association studies. Regarding quantitative trait locus-by-environment interactions (QEIs), five known and three candidate genes for HD, six known and seven candidate genes for FD, and four known and eighteen candidate genes for PH were identified. For the genes associated with phenotypic plasticity, 10 genes exhibited responsiveness to alterations in diverse environmental conditions according to transcriptome data; haplotype effects of 33 genes were identified as significantly correlated with the changes in environmental factors; six candidate genes were identified as hub genes in the gene network, possibly influencing other genes and causing the phenotypic plasticity. And over-dominant effects can explain over 50% the genetic variance of phenotypic plasticity. More importantly, one FD/HD candidate gene (TraesCS4A01G180700) and two PH candidate genes (TraesCS5B01G054800 and TraesCS2A01G539400) partly explain the phenotypic plasticity for the FD/HD and PH traits, respectively. In addition, the potential utilization of these genes in wheat breeding was discussed.
This study elucidated the genetic basis of phenotypic differences caused by environments and provided a foundation for addressing the impact of climate change on crop production.
气候变化对作物生产构成挑战。然而,不同环境下表型差异的原因仍不清楚。
在此,对616份小麦种质的抽穗期(HD)、开花期(FD)和株高(PH)以及四个环境因子(日长(DL)、生长度日(GDD)、降水量(PRCP)和光热比(PTR))进行了测量,以通过全基因组关联研究探究这些性状表型可塑性的遗传基础。关于数量性状位点与环境的互作(QEIs),鉴定出了5个已知的和3个HD候选基因、6个已知的和7个FD候选基因、4个已知的和18个PH候选基因。对于与表型可塑性相关的基因,根据转录组数据,10个基因对不同环境条件的变化表现出响应;33个基因的单倍型效应被鉴定为与环境因子的变化显著相关;6个候选基因被鉴定为基因网络中的枢纽基因,可能影响其他基因并导致表型可塑性。并且超显性效应可解释表型可塑性遗传变异的50%以上。更重要的是,一个FD/HD候选基因(TraesCS4A01G180700)和两个PH候选基因(TraesCS5B01G054800和TraesCS2A01G539400)分别部分解释了FD/HD和PH性状的表型可塑性。此外,还讨论了这些基因在小麦育种中的潜在利用。
本研究阐明了环境引起的表型差异的遗传基础,为应对气候变化对作物生产的影响提供了依据。