ArticlePloS one2018
Comparative analysis of genetic diversity and differentiation of cauliflower (Brassica oleracea var. botrytis) accessions from two ex situ genebanks.
Article in PloS one, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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16 citing papers in PubMed.
- Genetic diversity assessment of edible-podded peas (Pisum sativum var. saccharatum and Pisum sativum var. macrocarpon) using morphological traits and SSR markers.BMC plant biology · 2026Article
- Morpho-Agronomic Characterization of an Unexploited Germplasm Collection of Cauliflower (Plants (Basel, Switzerland) · 2025Article
- Genomic and phenotypic imprints of microbial domestication on cheese starter cultures.Nature communications · 2024Article
- Morphological and molecular diversity in mid-late and late maturity genotypes of cauliflower.PloS one · 2023Article
- Understanding population structure and detection of QTLs for curding-related traits in Indian cauliflower by genotyping by sequencing analysis.Functional & integrative genomics · 2021Article
- Genomics Armed With Diversity Leads the Way inFrontiers in genetics · 2021Review
- Opening the Treasure Chest: The Current Status of Research onFrontiers in plant science · 2021Review
- Feral populations ofEcology and evolution · 2020Article
- Genetic assessment of the internal transcribed spacer region (ITS1.2) inPhysiology and molecular biology of plants : an international journal of functional plant biology · 2020Article
- From landrace to modern hybrid broccoli: the genomic and morphological domestication syndrome within a diverseHorticulture research · 2020Article
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- Profiling SNP and Nucleotide Diversity to Characterize Mekong Delta Rice Landraces in Southeast Asian Populations.The plant genome · 2019Article
- Potential of the C Genome of the Different Variants ofFrontiers in plant science · 2019Article
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- Complex Horticultural Quality Traits in Broccoli Are Illuminated by Evaluation of the Immortal BolTBDH Mapping Population.Frontiers in plant science · 2019Article
- Genomic Prediction and Association Mapping of Curd-Related Traits in Gene Bank Accessions of Cauliflower.G3 (Bethesda, Md.) · 2018Article
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4 authors.
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Abstract
Cauliflower (Brassica oleracea var. botrytis) is an important vegetable crop for human nutrition. We characterized 192 cauliflower accessions from the USDA and IPK genebanks with genotyping by sequencing (GBS). They originated from 26 different countries and represent about 44% of all cauliflower accessions in both genebanks. The analysis of genetic diversity revealed that accessions formed two major groups that represented the two genebanks and were not related to the country of origin. This differentiation was robust with respect to the analysis methods that included principal component analysis, ADMIXTURE and neighbor-joining trees. Genetic diversity was higher in the USDA collection and significant phenotypic differences between the two genebanks were found in three out of six traits investigated. GBS data have a high proportion of missing data, but we observed that the exclusion of single nucleotide polymorphisms (SNPs) with missing data or the imputation of missing SNP alleles produced very similar results. The results indicate that the composition and type of accessions have a strong effect on the structure of genetic diversity of ex situ collections, although regeneration procedures and local adaptation to regeneration conditions may also contribute to a divergence. Fst-based outlier tests of genetic differentiation identified only a small proportion (<1%) of SNPs that are highly differentiated between the two genebanks, which indicates that selection during seed regeneration is not a major cause of differentiation between genebanks. Seed regeneration procedures of both genebanks do not result in different levels of genetic drift and loss of genetic variation. We therefore conclude that the composition and type of accessions mainly influence the level of genetic diversity and explain the strong genetic differentiation between the two ex situ collections. In summary, GBS is a useful method for characterizing genetic diversity in cauliflower genebank material and our results suggest that it may be useful to incorporate routine genotyping into accession management and seed regeneration to monitor the diversity present in ex situ collections and to reduce the loss of genetic diversity during seed regeneration.
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