High-Throughput Association Mapping in Brassica napus L.: Methods and Applications

Methods Mol Biol. 2023:2638:67-91. doi: 10.1007/978-1-0716-3024-2_6.

Abstract

Oil seed rape (Braasica napus L.) is ranked second among oil seed crops cultivated globally for edible oil for human, and seed cake for animal consumption. Recent genetic and genomics advancements highlighted the diversity that exists within B. napus, which is largely discovered using the most promising genetic markers called single nucleotide polymorphism (SNP). Their calling rate is also enhanced to ~100 folds after the continuous advancements in the next generation sequencing (NGS) technologies. As the high throughput of NGS resulted in multi-Giga bases data, the detailed quality control (QC) prior to downstream analyses is a pre-requisite. It mainly involved the removal of false positives, missing proportions, filtering of low-quality SNPs, and adjustments of minor-allele frequency and heterozygosity. After marker-trait association, for conformation of target SNPs, validations of SNPs can be performed using various methods, especially allele-specific PCR assay-based methods have been utilized for SNP genotyping of genes targeting agronomic traits and somaclonal variations occurred during transgenic studies. In the present study, the authors mainly argue on the genotypic progress, and pipelines/methods that are being used for detection, calling, filtering, and validation of SNPs. Also, insight is provided into the application of SNPs in linkage and association mapping, including QTL mapping and genome-wide association studies targeting mainly developmental traits related to the root system and plant architecture, flowering time, silique, and oil quality. Briefly, the present study provides the recent information and recommendations on the SNP genotyping methods and its applications, which can be useful for marker-assisted breeding in B. napus and other crops.

Keywords: Agronomic traits; Brassica napus L.; GWAS; QTL mapping; SNP genotyping.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Brassica napus* / genetics
  • Chromosome Mapping
  • Genome-Wide Association Study / methods
  • Humans
  • Plant Breeding
  • Polymorphism, Single Nucleotide
  • Quantitative Trait Loci*