Abstract
Based on the segregation analysis with Gibbs sampling the accuracy to detect a major gene segregating in outbred populations was investigated by using only phenotypic values and pedigree information.The analyses were carried out with 50 simulated populations (replicates). When a major gene effect was large enough to make the phenotypic distribution deviate from normal, the additive allele effect and total major gene variance were correctly estimated. In populations with a low or moderate effect of the major gene, the additive allele effect was systematically underestimated. When no major gene was present, the additive allele effect had a tendency to be overestimated but the major gene variances turned out to be very close to zero as expected. Our results suggest that the major gene variances can be used to detect major genes segregating in a population.
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