Skip to main content
Log in

Seedling development in a Brassica napus diversity set and its relationship to agronomic performance

  • Original Paper
  • Published:
Theoretical and Applied Genetics Aims and scope Submit manuscript

Abstract

Brassica napus L. is the leading European oilseed crop and has therefore a high economical importance. The objectives of our study were to examine (1) the patterns of phenotypic diversity in a species-wide B. napus germplasm set of 518 inbreds with respect to various seedling development, agronomic, and seed quality traits as well as (2) the interrelationship of the examined traits and their use in selection on correlated traits. The B. napus germplasm set was evaluated in greenhouse and field trials for several seedling development, agronomic, and seed quality traits. The traits were highly correlated within the individual trait categories and moderately correlated between the different trait categories. We observed differences in phenotypic diversity among the examined eight germplasm types. The reduction of phenotypic diversity was on average more pronounced for the seedling development traits than for the agronomic and seed quality traits, suggesting that plant breeders need to introgress new genetic variation with respect to the former.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2

Similar content being viewed by others

References

  • Basunanda P, Radoev M, Ecke W, Friedt W, Becker HC, Snowdon RJ (2010) Comparative mapping of quantitative trait loci involved in heterosis for seedling and yield traits in oilseed rape (Brassica napus L.). Theor Appl Genet 120:271–81

    Article  PubMed  CAS  Google Scholar 

  • Becker HC (2011) Pflanzenzüchtung, vol 2. Ulmer Verlag, Stuttgart

    Google Scholar 

  • Becker HC, Engqvist GM, Karlsson B (1995) Comparison of rapeseed cultivars and resynthesized lines based on allozyme and RFLP markers. Theor Appl Genet 91:62–67

    Article  CAS  Google Scholar 

  • Bus A, Körber N, Snowdon RJ, Stich B (2011) Patterns of molecular variation in a species-wide germplasm set of Brassica napus. Theor Appl Genet 123:1413–1423

    Article  PubMed  Google Scholar 

  • Emrich K, Wilde F, Miedaner T, Piepho HP (2008) REML approach for adjusting the Fusarium head blight rating to a phenological date in inoculated selection experiments of wheat. Theor Appl Genet 117:65–73

    Article  PubMed  CAS  Google Scholar 

  • European Commission (2010) Agricultural statistics main results 2008–09. Publications Office of the European Union, Luxembourg

  • Fisher RA (1924) The distribution of the partial correlation coefficient. Metron 3:329–332

    Google Scholar 

  • Flint-Garcia SA, Thuillet AC, Yu J, Pressoir G, Romero SM, Mitchell S, Doebley J, Kresovich S, Goodman MM, Buckler ES (2005) Maize association population: a high-resolution platform for quantitative trait locus dissection. Plant J 44:1054–1064

    Article  PubMed  CAS  Google Scholar 

  • Friedt W, Snowdon RJ (2009) Oilseed rape. In: Vollmann J, Rajcan I (eds) Handbook of plant breeding. Oil crops, vol 4. Springer, New York, pp 91–126

    Google Scholar 

  • Gepts P, Papa R (2003) Possible effects of (trans)gene flow from crops on the genetic diversity from landraces and wild relatives. Environ Biosaf Res 2:89–103

    Article  Google Scholar 

  • Gilmour AR, Gogel BJ, Cullis BR, Thompson R (2006) ASReml User Guide Release 2.0. VSN International, Hemel Hempstead, UK

  • Hasan M, Friedt W, Pons-Kühnemann J, Freitag NM, Link K, Snowdon RJ (2008) Association of gene-linked SSR markers to seed glucosinolate content in oilseed rape (Brassica napus ssp. napus). Theor Appl Genet 116:1035–1049

    Article  PubMed  CAS  Google Scholar 

  • Hasan M, Seyis F, Badani AG, Pons-Kühnemann J, Friedt W, Lühs W, Snowdon RJ (2006) Analysis of genetic diversity in the Brassica napus L. gene pool using SSR markers. Genet Resour Crop Evol 53:793–802

    Article  CAS  Google Scholar 

  • Hu X, Sullivan-Gilbert M, Gupta M, Thompson SA (2006) Mapping of the loci controlling oleic and linolenic acid contents and development of fad2 and fad3 allele-specific markers in canola (Brassica napus L.). Theor Appl Genet 113:497–507

    Article  PubMed  CAS  Google Scholar 

  • Iñiguez Luy FL, Federico ML (2011) The genetics of Brassica napus. In: Bancroft I, Schmidt R (eds) Genetics and genomics of the Brassicaceae., Springer, New York, pp 291–322

    Chapter  Google Scholar 

  • Pecetti L, Annicchiarico P, Damania AB (1992) Biodiversity in a germplasm collection of durum wheat. Euphytica 60:229–238

    Google Scholar 

  • R Development Core Team (2011) R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna

  • Rezaeizad A, Wittkop B, Snowdon R, Hasan M, Mohammadi V, Zali A, Friedt W (2010) Identification of QTLs for phenolic compounds in oilseed rape (Brassica napus L.) by association mapping using SSR markers. Euphytica 177:335–342

    Article  Google Scholar 

  • Schwarz G (1978) Estimating the dimension of a model. Ann Stat 6:461–464

    Article  Google Scholar 

  • Shannon CE (1948) A mathematical theory of communication. Bell Syst Tech J 27:379–423

    Google Scholar 

  • Sharpe AG, Lydiate DJ (2003) Mapping the mosaic of ancestral genotypes in a cultivar of oilseed rape (Brassica napus) selected via pedigree breeding. Genome 46:461–468

    Article  PubMed  CAS  Google Scholar 

  • Shengwu H, Ovesná J, Kučera L, Kučera V, Vyvadilová M (2003) Evaluation of genetic diversity of Brassica napus germplasm from China and Europe assessed by RAPD markers. Plant Soil 49:106–113

    Google Scholar 

  • Stich B, Melchinger AE, Frisch M, Maurer HP, Heckenberger M, Reif JC (2005) Linkage disequilibrium in European elite maize germplasm investigated with SSRs. Theor Appl Genet 111:723–730

    Article  PubMed  Google Scholar 

  • Ursem R, Tikunov Y, Bovy A, Berloo R, Eeuwijk F (2008) A correlation network approach to metabolic data analysis for tomato fruits. Euphytica 161:181–193

    Article  CAS  Google Scholar 

  • Wittkop B, Snowdon RJ, Friedt W (2012) New NIRS calibrations for fibre fractions reveal broad genetic variation in Brassica napus seed quality. J Agric Food Chem 60:2248–2256

    Article  PubMed  CAS  Google Scholar 

  • Würschum T, Liu W, Maurer HP, Abel S, Reif JC (2012) Dissecting the genetic architecture of agronomic traits in multiple segregating populations in rapeseed (Brassica napus L.). Theor Appl Genet 124:153–161

    Article  PubMed  Google Scholar 

  • Zhao J, Becker HC, Zhang D, Zhang Y, Ecke W (2006) Conditional QTL mapping of oil content in rapeseed with respect to protein content and traits related to plant development and grain yield. Theor Appl Genet 113:33–38

    Article  PubMed  CAS  Google Scholar 

Download references

Acknowledgments

The authors thank the breeding companies Deutsche Saatveredelung AG, KWS SAAT AG, Limagrain GmbH, and Norddeutsche Pflanzenzucht for performing the winter trials. Furthermore, we would like to thank Wolfgang Ecke (University of Göttingen, Germany), the Leibniz Institute of Plant Genetics and Crop Plant Research, Gatersleben (Germany), Nordic Gene Bank, Alnarp (Sweden), the Centre for Genetic Resources (Netherlands), and Warwick Horticulture Research International Genetic Resources Unit (UK) for providing the seeds of the examined germplasm. This research was funded by the Deutsche Forschungsgemeinschaft and the Max Planck Society. It was performed in the framework of the ERA-NET PG project “ASSYST”. We are deeply grateful to Andrea Lossow, Nele Kaul, Annika Legerlotz, Bent Müller, Frank Eikelmann, and Andreas Lautscham for excellent technical assistance. Finally, the authors thank the associate editor C. Quiros and three anonymous reviewers for their valuable suggestions.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Niklas Körber.

Additional information

Communicated by C. Quiros.

Electronic supplementary material

Below is the link to the electronic supplementary material.

XLS (204 KB)

Rights and permissions

Reprints and permissions

About this article

Cite this article

Körber, N., Wittkop, B., Bus, A. et al. Seedling development in a Brassica napus diversity set and its relationship to agronomic performance. Theor Appl Genet 125, 1275–1287 (2012). https://doi.org/10.1007/s00122-012-1912-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00122-012-1912-9

Keywords

Navigation