Genome-wide association study and transcriptome analysis reveal key genes affecting root growth dynamics in rapeseed
文献类型: 外文期刊
第一作者: Li, Keqi
作者: Li, Keqi;Wang, Jie;Kuang, Lieqiong;Tian, Ze;Wang, Xinfa;Dun, Xiaoling;Wang, Hanzhong;Li, Keqi;Tu, Jinxing
作者机构:
关键词: Rapeseed; Root growth; Persistent; Stage-specific; GWAS; WGCNA
期刊名称:BIOTECHNOLOGY FOR BIOFUELS ( 影响因子:6.04; 五年影响因子:6.485 )
ISSN:
年卷期: 2021 年 14 卷 1 期
页码:
收录情况: SCI
摘要: Background In terms of global demand, rapeseed is the third-largest oilseed crop after soybeans and palm, which produces vegetable oil for human consumption and biofuel for industrial production. Roots are vital organs for plant to absorb water and attain mineral nutrients, thus they are of great importance to plant productivity. However, the genetic mechanisms regulating root development in rapeseed remain unclear. In the present study, seven root-related traits and shoot biomass traits in 280 Brassica napus accessions at five continuous vegetative stages were measured to establish the genetic basis of root growth in rapeseed. Results The persistent and stage-specific genetic mechanisms were revealed by root dynamic analysis. Sixteen persistent and 32 stage-specific quantitative trait loci (QTL) clusters were identified through genome-wide association study (GWAS). Root samples with contrasting (slow and fast) growth rates throughout the investigated stages and those with obvious stage-specific changes in growth rates were subjected to transcriptome analysis. A total of 367 differentially expressed genes (DEGs) with persistent differential expressions throughout root development were identified, and these DEGs were significantly enriched in GO terms, such as energy metabolism and response to biotic or abiotic stress. Totally, 485 stage-specific DEGs with different expressions at specific stage were identified, and these DEGs were enriched in GO terms, such as nitrogen metabolism. Four candidate genes were identified as key persistent genetic factors and eight as stage-specific ones by integrating GWAS, weighted gene co-expression network analysis (WGCNA), and differential expression analysis. These candidate genes were speculated to regulate root system development, and they were less than 100 kb away from peak SNPs of QTL clusters. The homologs of three genes (BnaA03g52990D, BnaA06g37280D, and BnaA09g07580D) out of 12 candidate genes have been reported to regulate root development in previous studies. Conclusions Sixteen QTL clusters and four candidate genes controlling persistently root development, and 32 QTL clusters and eight candidate genes stage-specifically regulating root growth in rapeseed were detected in this study. Our results provide new insights into the temporal genetic mechanisms of root growth by identifying key candidate QTL/genes in rapeseed.
分类号:
- 相关文献
作者其他论文 更多>>
-
Transcriptomic and Metabolomic Analyses Provide New Insights into the Response of Strawberry (Fragaria x ananassa Duch.) to Drought Stress
作者:Jiang, Lili;Wang, Xiaofang;Wu, Chong;Jiang, Lili;Wang, Xiaofang;Wu, Chong;Song, Ruimin;Wang, Jie
关键词:strawberry; drought stress; transcriptomics; metabolomics
-
Nitrogen addition alters aboveground C:N:P stoichiometry of plants but not for belowground in an Inner Mongolia grassland
作者:Wang, Ziqi;An, Yixin;Li, Ying;Yu, Qiang;Wang, Jie;Wang, Xu;Wu, Honghui;Yang, Tian;Zhang, Yunlong;Bian, Jianlin;Ren, Haiyan;Lkhagva, Ariuntsetseg
关键词:nitrogen deposition; C:N:P stoichiometry; grassland ecosystem; community level; belowground
-
Identification and expression analysis of the bZIP and WRKY gene families during anthocyanins biosynthesis in Lagerstroemia indica L
作者:Gu, Cuihua;Hong, Sidan;Shang, Linxue;Zhang, Guozhe;Zhao, Yu;Ma, Qingqing;Wang, Jie;Wang, Jie;Ma, Dandan;Wang, Jie
关键词:bZIP; WRKY; Gene family; Lagerstroemia indica; Flower color
-
Genome-Wide Studies of FH Family Members in Soybean (Glycine max) and Their Responses under Abiotic Stresses
作者:Zhang, Zhenbiao;Shan, Muhammad;Xue, Jin;Zhang, Zenglin;Wang, Jie;Guo, Yongfeng;Zhang, Zhongqi;Amjad, Zarmeena
关键词:soybean; formins; bioinformatics; abiotic stresses; qRT-PCR
-
The application of protease in aquaculture: Prospects for enhancing the aquafeed industry
作者:Chen, Shiyou;Wang, Jie;Xie, Xiaoze;Liang, Xiaofang;Wang, Hao;Xue, Min;Chen, Shiyou;Xie, Xiaoze;Wang, Junjun;Maulu, Sahya;Wang, Junjun
关键词:Protease; Low-fishmeal diet; Protein-saving diets; Exogenous digestive enzyme; Aquafeed
-
A 10-m annual grazing intensity dataset in 2015-2021 for the largest temperate meadow steppe in China
作者:Chang, Chuchen;Wang, Jie;Zhao, Yanbo;Cai, Tianyu;Yang, Jilin;Zhang, Yingjun;Yang, Jilin;Zhang, Geli;Wu, Xiaocui;Otgonbayar, Munkhdulam;Xiao, Xiangming;Xin, Xiaoping
关键词:
-
Cadmium triggers hormesis in rice moth Corcyra cephalonica but different effects on two Trichogramma egg parasitoids
作者:Wang, Jie;Li, Yuan-Xi;Di, Ning;Huang, He-Xi;Wang, Su;Trumble, John T.;Huang, He-Xi;Jaworski, Coline C.;Desneux, Nicolas
关键词:heavy metals; stimulation; bottom up; biological control; sublethal effect