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How do I decide whether to use biparental QTL mapping or GWAS for marker discovery?

Discover how to choose between QTL mapping and GWAS based on your breeding goals, trait genetics, and available resources.

ย I received this question from someone in the audience during my lecture at the Department of Crop Science of the Agricultural University of Athens on February 17.
Since I like to address real questions coming from real breeding and research projects, hereโ€™s a step-by-step way to choose the right approach ๐Ÿ‘‡

๐’๐ญ๐ž๐ฉ ๐Ÿ: Define your breeding goal
Ask yourself:
๐Ÿ”น Do I want to rapidly develop a robust, diagnostic marker for selection within a specific breeding program?
โ†’ Biparental QTL mapping
๐Ÿ”น Or do I want to understand the genetic architecture of a trait at the species level?
โ†’ GWAS

๐’๐ญ๐ž๐ฉ ๐Ÿ: Look at the genetic structure of the trait
โœ… Choose biparental QTL mapping if:
– The trait is controlled by a rare gene
(e.g. a disease resistance coming from a unique wild accession)
– The trait segregates clearly between two parents
– You aim to build a Marker-Assisted Selection (MAS) tool for a specific breeding program
๐Ÿ‘‰ QTL mapping offers high detection power, low noise, and fast, clear interpretation.

๐’๐ญ๐ž๐ฉ ๐Ÿ‘: Assess your genomic and genotypic resources
โœ… Choose biparental QTL mapping if:
– You are working with a new or orphan species
– A high-quality reference genome is missing
– There is limited access to high-throughput genotyping
๐Ÿ‘‰ Controlled crosses can work very well with a moderate number of markers, provided they homogeneously cover the genome.

๐’๐ญ๐ž๐ฉ ๐Ÿ’: Consider population size & diversity
โœ… Choose GWAS if:
– You have access to diverse germplasm (e.g. from a gene bank) or a pool of elite breeding liness
– You are studying a complex trait
(e.g. yield, stress tolerance, fruit quality such as Brix in tomato)
– You want to capture multiple alleles across the species
๐Ÿ‘‰ GWAS leverages historical recombination and broader genetic diversity.

๐’๐ญ๐ž๐ฉ ๐Ÿ“: Think ahead to Genomic Selection
โœ… Choose GWAS if:
– You are developing or training Genomic Selection (GS) models
– You need genotypeโ€“phenotype relationships across many genetic backgrounds
๐Ÿ‘‰ GWAS is often part of the GS data ecosystem, rather than a standalone goal.

Final takeaway
When genotyping resources are limited and the favorable genotype is confined to one or very few lines, biparental QTL mapping provides a straightforward and powerful approach for rapid marker discovery.

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https://lnkd.in/g3tApqPz

By Rachil Koumproglou