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...
| Published in: | Frontiers in Plant Science |
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| Main Authors: | , , , , , , , , , , , |
| 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 |
| _version_ | 1849683378076385280 |
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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. |
| format | Article |
| id | doaj-art-cdc1955b7752458092bd1d3bed6dd9eb |
| institution | Directory of Open Access Journals |
| issn | 1664-462X |
| language | English |
| publishDate | 2025-04-01 |
| publisher | Frontiers Media S.A. |
| record_format | Article |
| 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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