Investigating genotype-phenotype relationships for tuber bruising in autotetraploid potatoes
Author(s)
Olivia Angelin-Bonnet, Susan Thomson, Patrick J. Biggs, Matthieu Vignes and Samantha Baldwin
Excerpt
Presentation of the research I've done during my PhD.
Date
January 14, 2022
Location
Online
Event
Abstrat
Tuber bruising of tetraploid potato is an important quality trait as it affects the appearance and flavor of the tubers and thus impacts their fitness for sale. The development of potato lines that are more resistant to bruising is therefore a desirable objective for breeding programs, rendering the genetic analysis of this trait an important task. In this study, we investigated the biological mechanisms underlying tetraploid potato tuber bruising using multi-omics data. Genotype by sequencing using exon capture obtained from a breeding population of half-sibling families was used to uncover regions of interest for the bruising phenotype, as well as other agronomic traits of interest. In addition, we employed a Systems Biology approach to obtain a more holistic and comprehensive view of the molecular mechanisms involved in tuber bruising and bridge the gap between genetic variations and phenotype. To this end, RNA sequencing and metabolomics data were also obtained, and GWAS, differential expression analysis, and multi-omics data integration were leveraged in order to detect molecular features (i.e. genomic variants, genes, and metabolites) involved in tuber bruising. We demonstrate that even as capture sequencing only allows us to measure genetic variations in a subset of the genome, it is possible to uncover interesting and biologically meaningful genotype-phenotype associations, especially when combining the GWAS results with other omics datasets. Moreover, these associations were obtained with samples selected from a breeding program, demonstrating that available data from populations not specifically designed for association study can be used to uncover genomic regions potentially associated with a trait of interest.
- Posted on:
- January 14, 2022
- Length:
- 2 minute read, 256 words
- Categories:
- genetics conference
- See Also: