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Updated: Jun 18, 2026

Large-Scale Multi-Omics Genome-Wide Association Studies (Mo-GWAS): Guidelines for Sample Preparation and Normalization
Published on: July 27, 2021
Sampling strategies for whole genome association studies in aquaculture and outcrossing plant species
B J Hayes1, I M MacLeod, M Baranski
1Biosciences Research Division, Department of Primary Industries, Victorian AgriBiosciences Centre, 1 Park Drive, Bundoora 3083, Australia. ben.hayes@dpi.vic.gov.au
Abstract:
A number of farmed species are characterized by breeding populations of large full-sib families, including aquaculture species and outcrossing plant species. Whole genome association studies in such species must account for stratification arising from the full-sib family structure to avoid high rates of false discovery. Here, we demonstrate the value of selective genotyping strategies which balance the contribution of families across high and low phenotypes to greatly reduce rates of false discovery with a minimal effect on power.
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