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A genome-wide association study integrated with transcriptome analysis to identify boron efficiency-related candidate genes and favorable haplotypes in Brassica napus L.
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Journal of Integrative Agriculture | 2026, 25(7) : 2723 - 2738
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Journal of Integrative Agriculture | 2026, 25(7): 2723-2738
• Crop Science •
A genome-wide association study integrated with transcriptome analysis to identify boron efficiency-related candidate genes and favorable haplotypes in Brassica napus L.
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Ziwei Zhang1,2, Haoqiang Zhai3, Yingpeng Hua4, Sheliang Wang2, Fangsen Xu1,2#
Affiliations
    1Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610213, China
    2University of Chinese Academy of Sciences, Beijing 101408, China
    3Sichuan Academy of Agricultural Sciences, Chengdu 610066, China
    4School of Life Science and Engineering, Henan University of Urban Construction, Pingdingshan 467044, China
About Author:
#Correspondences Fangsen Xu, E-mail: fangsenxu@mail.hzau.edu.cn
doi: 10.1016/j.jia.2024.11.013
Outline
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Rapeseed (Brassica napus L.) is a major oil crop worldwide that is vigorously promoted for cultivation in China.  Boron (B) is an essential micronutrient for plant growth and development.  However, the agricultural soils in rapeseed planting areas often show either B deficiency or severe B deficiency.  Increasing the resistance to B deficiency is a pivotal goal in the breeding of rapeseed, yet the genetic basis for variations in B efficiency-related traits remains unclear.  In this study, a natural population with 391 rapeseed accessions and a nutrient solution system were used to investigate B efficiency-related traits, including relative root length (RRL), shoot dry weight (SDW), root dry weight (RDW), and B efficiency coefficient (BEC), all of which exhibited extensive phenotypic variations under B deficiency.  Through a genome-wide association study (GWAS) of B efficiency-related traits using high-density SNP markers obtained from whole-genome resequencing, 106 significantly associated SNPs were identified by employing both the general linear model and the mixed linear model.  Among these SNP loci, two prominent SNP clusters were detected on chrA03: 14,087,835–14,764,672 and chrC03: 20,110,319–22,135,492 at low B levels across three repeated experiments of multiple traits.  Integrating those results with a transcriptome analysis, four genes exhibiting higher differentially expressed fold-change along with favorable haplotypes within the promoter or coding region, BnaA03g29020D, BnaA03g29440D, BnaC03g33010D, and BnaC03g34490D, were identified as candidate genes that could potentially be involved in efficient B utilization, and their favorable haplotypes were found to improve seedling growth and productivity under B deficiency.  Considering the lack of B mineral resources in China, the rapid and accurate identification of more B-efficient alleles and studying the genetic mechanism underlying crop responses to B deficiency have important theoretical and practical significance for cultivating B-efficient varieties and maintaining green, sustainable agriculture.
wheat  /  grain roundness  /  QTL mapping  /  candidate gene
. GWAS联合转录组分析鉴定甘蓝型油菜硼高效相关的候选基因及优异单倍型. 农业科学学报(英文版), 2026 , 25 (7) : 2723 -2738 . DOI: 10.1016/j.jia.2024.11.013
Ziwei Zhang, Haoqiang Zhai, Yingpeng Hua, Sheliang Wang, Fangsen Xu. A genome-wide association study integrated with transcriptome analysis to identify boron efficiency-related candidate genes and favorable haplotypes in Brassica napus L.[J]. Journal of Integrative Agriculture, 2026 , 25 (7) : 2723 -2738 . DOI: 10.1016/j.jia.2024.11.013
Year 2026 volume 25 Issue 7
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doi: 10.1016/j.jia.2024.11.013
  • Online Date:2026-10-28
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表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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