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Seedling development traits in Brassicanapus examined by gene expression analysis and association mapping
BACKGROUND: An optimal seedling development of Brassica napus plants leads to a higher yield stability even under suboptimal growing conditions and has therefore a high importance for plant breeders. The objectives of our study were to (i) examine the expression levels of candidate genes in seedling...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4459455/ https://www.ncbi.nlm.nih.gov/pubmed/26055390 http://dx.doi.org/10.1186/s12870-015-0496-3 |
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author | Körber, Niklas Bus, Anja Li, Jinquan Higgins, Janet Bancroft, Ian Higgins, Erin Eileen Papworth Parkin, Isobel Alison Salazar-Colqui, Bertha Snowdon, Rod John Stich, Benjamin |
author_facet | Körber, Niklas Bus, Anja Li, Jinquan Higgins, Janet Bancroft, Ian Higgins, Erin Eileen Papworth Parkin, Isobel Alison Salazar-Colqui, Bertha Snowdon, Rod John Stich, Benjamin |
author_sort | Körber, Niklas |
collection | PubMed |
description | BACKGROUND: An optimal seedling development of Brassica napus plants leads to a higher yield stability even under suboptimal growing conditions and has therefore a high importance for plant breeders. The objectives of our study were to (i) examine the expression levels of candidate genes in seedling leaves of B. napus and correlate these with seedling development as well as (ii) detect genome regions associated with gene expression levels and seedling development traits in B. napus by genome-wide association mapping. RESULTS: The expression levels of the 15 candidate genes examined in the 509 B. napus inbreds showed an averaged standard deviation of 5.6 across all inbreds and ranged from 3.2 to 8.8. The gene expression differences between the 509 B. napus inbreds were more than adequate for the correlation with phenotypic variation of seedling development. The average of the absolute value correlations of the correlation coefficients of 0.11 were observed with a range from 0.00 to 0.39. The candidate genes GER1, AILP1, PECT, and FBP were strongly correlated with the seedling development traits. In a genome-wide association study, we detected a total of 63 associations between single nucleotide polymorphisms (SNPs) and the seedling development traits and 31 SNP-gene associations for the candidate genes with a P-value < 0.0001. For the projected leaf area traits we identified five different association hot spots on the chromosomes A2, A7, C3, C6, and C7. CONCLUSION: A total of 99.4% of the adjacent SNPs on the A genome and 93.0% of the adjacent SNPs on the C genome had a distance smaller than the average range of linkage disequilibrium. Therefore, this genome-wide association study is expected to result on average in 14.7% of the possible power. Compared to previous studies in B. napus, the SNP marker density of our study is expected to provide a higher power to detect SNP-trait/-gene associations in the B. napus diversity set. The large number of associations detected for the examined 14 seedling development traits indicated that these are genetically complex inherited. The results of our analyses suggested that the studied genes ribulose 1,5-bisphosphate carboxylase/oxygenase small subunit (RBC) on the chromosomes A4 and C4 and fructose-1,6-bisphosphatase precursor (FBP) on the chromosomes A9 and C8 are cis-regulated. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12870-015-0496-3) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4459455 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-44594552015-06-09 Seedling development traits in Brassicanapus examined by gene expression analysis and association mapping Körber, Niklas Bus, Anja Li, Jinquan Higgins, Janet Bancroft, Ian Higgins, Erin Eileen Papworth Parkin, Isobel Alison Salazar-Colqui, Bertha Snowdon, Rod John Stich, Benjamin BMC Plant Biol Research Article BACKGROUND: An optimal seedling development of Brassica napus plants leads to a higher yield stability even under suboptimal growing conditions and has therefore a high importance for plant breeders. The objectives of our study were to (i) examine the expression levels of candidate genes in seedling leaves of B. napus and correlate these with seedling development as well as (ii) detect genome regions associated with gene expression levels and seedling development traits in B. napus by genome-wide association mapping. RESULTS: The expression levels of the 15 candidate genes examined in the 509 B. napus inbreds showed an averaged standard deviation of 5.6 across all inbreds and ranged from 3.2 to 8.8. The gene expression differences between the 509 B. napus inbreds were more than adequate for the correlation with phenotypic variation of seedling development. The average of the absolute value correlations of the correlation coefficients of 0.11 were observed with a range from 0.00 to 0.39. The candidate genes GER1, AILP1, PECT, and FBP were strongly correlated with the seedling development traits. In a genome-wide association study, we detected a total of 63 associations between single nucleotide polymorphisms (SNPs) and the seedling development traits and 31 SNP-gene associations for the candidate genes with a P-value < 0.0001. For the projected leaf area traits we identified five different association hot spots on the chromosomes A2, A7, C3, C6, and C7. CONCLUSION: A total of 99.4% of the adjacent SNPs on the A genome and 93.0% of the adjacent SNPs on the C genome had a distance smaller than the average range of linkage disequilibrium. Therefore, this genome-wide association study is expected to result on average in 14.7% of the possible power. Compared to previous studies in B. napus, the SNP marker density of our study is expected to provide a higher power to detect SNP-trait/-gene associations in the B. napus diversity set. The large number of associations detected for the examined 14 seedling development traits indicated that these are genetically complex inherited. The results of our analyses suggested that the studied genes ribulose 1,5-bisphosphate carboxylase/oxygenase small subunit (RBC) on the chromosomes A4 and C4 and fructose-1,6-bisphosphatase precursor (FBP) on the chromosomes A9 and C8 are cis-regulated. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12870-015-0496-3) contains supplementary material, which is available to authorized users. BioMed Central 2015-06-09 /pmc/articles/PMC4459455/ /pubmed/26055390 http://dx.doi.org/10.1186/s12870-015-0496-3 Text en © Körber et al. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License(http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Körber, Niklas Bus, Anja Li, Jinquan Higgins, Janet Bancroft, Ian Higgins, Erin Eileen Papworth Parkin, Isobel Alison Salazar-Colqui, Bertha Snowdon, Rod John Stich, Benjamin Seedling development traits in Brassicanapus examined by gene expression analysis and association mapping |
title | Seedling development traits in Brassicanapus examined by gene expression analysis and association mapping |
title_full | Seedling development traits in Brassicanapus examined by gene expression analysis and association mapping |
title_fullStr | Seedling development traits in Brassicanapus examined by gene expression analysis and association mapping |
title_full_unstemmed | Seedling development traits in Brassicanapus examined by gene expression analysis and association mapping |
title_short | Seedling development traits in Brassicanapus examined by gene expression analysis and association mapping |
title_sort | seedling development traits in brassicanapus examined by gene expression analysis and association mapping |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4459455/ https://www.ncbi.nlm.nih.gov/pubmed/26055390 http://dx.doi.org/10.1186/s12870-015-0496-3 |
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