Integrating QTL mapping and GWAS to decipher the genetic mechanisms behind the calcium contents of Brassica napus shoots

Brassica napus is an important oil crop worldwide, and its shoots are rich in vitamin C, calcium, and selenium. Functional oilseed-vegetable-dual-purpose varieties can increase the subsidiary value of B. napus. Consumption of high-calcium B. napus shoots can effectively help provide essential elemen...

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Published in:Frontiers in Plant Science
Main Authors: Yanan Xiang, Feng Chen, Rui Shi, Tinghai Yang, Wei Zhang, Xiaoying Zhou, Chunyun Wang, Chengming Sun, Sanxiong Fu, Xiaodong Wang, Jiefu Zhang, Yue Shen
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-04-01
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Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2025.1565329/full
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author Yanan Xiang
Yanan Xiang
Feng Chen
Rui Shi
Tinghai Yang
Wei Zhang
Xiaoying Zhou
Chunyun Wang
Chengming Sun
Sanxiong Fu
Xiaodong Wang
Xiaodong Wang
Jiefu Zhang
Jiefu Zhang
Yue Shen
author_facet Yanan Xiang
Yanan Xiang
Feng Chen
Rui Shi
Tinghai Yang
Wei Zhang
Xiaoying Zhou
Chunyun Wang
Chengming Sun
Sanxiong Fu
Xiaodong Wang
Xiaodong Wang
Jiefu Zhang
Jiefu Zhang
Yue Shen
author_sort Yanan Xiang
collection DOAJ
container_title Frontiers in Plant Science
description Brassica napus is an important oil crop worldwide, and its shoots are rich in vitamin C, calcium, and selenium. Functional oilseed-vegetable-dual-purpose varieties can increase the subsidiary value of B. napus. Consumption of high-calcium B. napus shoots can effectively help provide essential elements to the human body. To investigate the genetic mechanisms underlying the calcium concentrations of B. napus shoots, quantitative trait loci (QTL) mapping, using a population of 189 recombinant inbred lines, and a genome-wide association study, using an association panel of 202 diverse accessions, were performed. A total of 12 QTLs controlling calcium content were identified using the recombinant inbred line population in five environments. Among them, qCaC.22GY-A05-1 was considered the major QTL, with a phenotypic variation of 10.10%. In addition, 228 single nucleotide polymorphisms significantly related to calcium content were identified using the genome-wide association study in six environments, and they were distributed on all of the chromosomes, except A10. Finally, 10 candidate genes involved in regulating calcium absorption and transport in B. napus shoots were identified. However, no overlapping intervals were found through a comprehensive analysis of the two datasets. These results provide valuable information for understanding the genetic control of calcium concentration in B. napus shoots.
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spelling doaj-art-cdc1955b7752458092bd1d3bed6dd9eb2025-08-20T02:11:35ZengFrontiers Media S.A.Frontiers in Plant Science1664-462X2025-04-011610.3389/fpls.2025.15653291565329Integrating QTL mapping and GWAS to decipher the genetic mechanisms behind the calcium contents of Brassica napus shootsYanan Xiang0Yanan Xiang1Feng Chen2Rui Shi3Tinghai Yang4Wei Zhang5Xiaoying Zhou6Chunyun Wang7Chengming Sun8Sanxiong Fu9Xiaodong Wang10Xiaodong Wang11Jiefu Zhang12Jiefu Zhang13Yue Shen14School of Food and Biological Engineering, Jiangsu University, Zhenjiang, ChinaInstitute of Industrial Crops, Jiangsu Academy of Agricultural Sciences, Key Laboratory of Cotton and Rapeseed, Ministry of Agriculture and Rural Affairs, Nanjing, ChinaInstitute of Industrial Crops, Jiangsu Academy of Agricultural Sciences, Key Laboratory of Cotton and Rapeseed, Ministry of Agriculture and Rural Affairs, Nanjing, ChinaInstitute of Industrial Crops, Jiangsu Academy of Agricultural Sciences, Key Laboratory of Cotton and Rapeseed, Ministry of Agriculture and Rural Affairs, Nanjing, ChinaInstitute of Industrial Crops, Jiangsu Academy of Agricultural Sciences, Key Laboratory of Cotton and Rapeseed, Ministry of Agriculture and Rural Affairs, Nanjing, ChinaInstitute of Industrial Crops, Jiangsu Academy of Agricultural Sciences, Key Laboratory of Cotton and Rapeseed, Ministry of Agriculture and Rural Affairs, Nanjing, ChinaInstitute of Industrial Crops, Jiangsu Academy of Agricultural Sciences, Key Laboratory of Cotton and Rapeseed, Ministry of Agriculture and Rural Affairs, Nanjing, ChinaInstitute of Industrial Crops, Jiangsu Academy of Agricultural Sciences, Key Laboratory of Cotton and Rapeseed, Ministry of Agriculture and Rural Affairs, Nanjing, ChinaInstitute of Industrial Crops, Jiangsu Academy of Agricultural Sciences, Key Laboratory of Cotton and Rapeseed, Ministry of Agriculture and Rural Affairs, Nanjing, ChinaInstitute of Industrial Crops, Jiangsu Academy of Agricultural Sciences, Key Laboratory of Cotton and Rapeseed, Ministry of Agriculture and Rural Affairs, Nanjing, ChinaSchool of Food and Biological Engineering, Jiangsu University, Zhenjiang, ChinaInstitute of Industrial Crops, Jiangsu Academy of Agricultural Sciences, Key Laboratory of Cotton and Rapeseed, Ministry of Agriculture and Rural Affairs, Nanjing, ChinaSchool of Food and Biological Engineering, Jiangsu University, Zhenjiang, ChinaInstitute of Industrial Crops, Jiangsu Academy of Agricultural Sciences, Key Laboratory of Cotton and Rapeseed, Ministry of Agriculture and Rural Affairs, Nanjing, ChinaInstitute of Industrial Crops, Jiangsu Academy of Agricultural Sciences, Key Laboratory of Cotton and Rapeseed, Ministry of Agriculture and Rural Affairs, Nanjing, ChinaBrassica napus is an important oil crop worldwide, and its shoots are rich in vitamin C, calcium, and selenium. Functional oilseed-vegetable-dual-purpose varieties can increase the subsidiary value of B. napus. Consumption of high-calcium B. napus shoots can effectively help provide essential elements to the human body. To investigate the genetic mechanisms underlying the calcium concentrations of B. napus shoots, quantitative trait loci (QTL) mapping, using a population of 189 recombinant inbred lines, and a genome-wide association study, using an association panel of 202 diverse accessions, were performed. A total of 12 QTLs controlling calcium content were identified using the recombinant inbred line population in five environments. Among them, qCaC.22GY-A05-1 was considered the major QTL, with a phenotypic variation of 10.10%. In addition, 228 single nucleotide polymorphisms significantly related to calcium content were identified using the genome-wide association study in six environments, and they were distributed on all of the chromosomes, except A10. Finally, 10 candidate genes involved in regulating calcium absorption and transport in B. napus shoots were identified. However, no overlapping intervals were found through a comprehensive analysis of the two datasets. These results provide valuable information for understanding the genetic control of calcium concentration in B. napus shoots.https://www.frontiersin.org/articles/10.3389/fpls.2025.1565329/fullBrassica napus shootscalcium concentrationQTL mappingGWAScandidate genes
spellingShingle Yanan Xiang
Yanan Xiang
Feng Chen
Rui Shi
Tinghai Yang
Wei Zhang
Xiaoying Zhou
Chunyun Wang
Chengming Sun
Sanxiong Fu
Xiaodong Wang
Xiaodong Wang
Jiefu Zhang
Jiefu Zhang
Yue Shen
Integrating QTL mapping and GWAS to decipher the genetic mechanisms behind the calcium contents of Brassica napus shoots
Brassica napus shoots
calcium concentration
QTL mapping
GWAS
candidate genes
title Integrating QTL mapping and GWAS to decipher the genetic mechanisms behind the calcium contents of Brassica napus shoots
title_full Integrating QTL mapping and GWAS to decipher the genetic mechanisms behind the calcium contents of Brassica napus shoots
title_fullStr Integrating QTL mapping and GWAS to decipher the genetic mechanisms behind the calcium contents of Brassica napus shoots
title_full_unstemmed Integrating QTL mapping and GWAS to decipher the genetic mechanisms behind the calcium contents of Brassica napus shoots
title_short Integrating QTL mapping and GWAS to decipher the genetic mechanisms behind the calcium contents of Brassica napus shoots
title_sort integrating qtl mapping and gwas to decipher the genetic mechanisms behind the calcium contents of brassica napus shoots
topic Brassica napus shoots
calcium concentration
QTL mapping
GWAS
candidate genes
url https://www.frontiersin.org/articles/10.3389/fpls.2025.1565329/full
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