National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, China.
Hubei Hongshan Laboratory, Wuhan, China.
Genome Biol. 2022 Mar 28;23(1):86. doi: 10.1186/s13059-022-02647-5.
Brassica napus is an important vegetable oil source worldwide. Seed coat content is a complex quantitative trait that negatively correlates with the seed oil content in B. napus.
Here we provide insights into the genetic basis of natural variation of seed coat content by transcriptome-wide association studies (TWAS) and genome-wide association studies (GWAS) using 382 B. napus accessions. By population transcriptomic analysis, we identify more than 700 genes and four gene modules that are significantly associated with seed coat content. We also characterize three reliable quantitative trait loci (QTLs) controlling seed coat content by GWAS. Combining TWAS and correlation networks of seed coat content-related gene modules, we find that BnaC07.CCR-LIKE (CCRL) and BnaTT8s play key roles in the determination of the trait by modulating lignin biosynthesis. By expression GWAS analysis, we identify a regulatory hotspot on chromosome A09, which is involved in controlling seed coat content through BnaC07.CCRL and BnaTT8s. We then predict the downstream genes regulated by BnaTT8s using multi-omics datasets. We further experimentally validate that BnaCCRL and BnaTT8 positively regulate seed coat content and lignin content. BnaCCRL represents a novel identified gene involved in seed coat development. Furthermore, we also predict the key genes regulating carbon allocation between phenylpropane compounds and oil during seed development in B. napus.
This study helps us to better understand the complex machinery of seed coat development and provides a genetic resource for genetic improvement of seed coat content in B. napus breeding.
油菜是世界上重要的食用油来源。种皮含量是一个复杂的数量性状,与油菜种子中的油含量呈负相关。
本研究通过对 382 份油菜进行全基因组关联研究(GWAS)和转录组关联研究(TWAS),深入了解了种皮含量的遗传基础。通过群体转录组分析,我们鉴定了 700 多个与种皮含量显著相关的基因和四个基因模块。我们还通过 GWAS 鉴定了控制种皮含量的三个可靠的数量性状位点(QTL)。通过 TWAS 和种皮含量相关基因模块的相关性网络分析,我们发现 BnaC07.CCR-LIKE(CCRL)和 BnaTT8 通过调节木质素生物合成在决定该性状中起关键作用。通过表达 GWAS 分析,我们在 A09 染色体上鉴定出一个调控热点,该热点通过 BnaC07.CCRL 和 BnaTT8 参与控制种皮含量。然后,我们使用多组学数据集预测了受 BnaTT8 调控的下游基因。我们进一步通过实验验证了 BnaCCRL 和 BnaTT8 正向调控种皮含量和木质素含量。BnaCCRL 是一个参与种皮发育的新鉴定基因。此外,我们还预测了油菜种子发育过程中苯丙烷化合物和油之间碳分配的关键基因。
本研究有助于更好地理解种皮发育的复杂机制,并为油菜种皮含量遗传改良提供了遗传资源。