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marker-assisted selection in wheat - ictsd

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Chapter 16 – Possibilities for <strong>marker</strong>-<strong>assisted</strong> <strong>selection</strong> <strong>in</strong> aquaculture breed<strong>in</strong>g schemes 317Figure 1Two-generation <strong>marker</strong> evaluation and <strong>selection</strong> scheme for aquaculture speciesParental generation: with genotypic record♂ ( M1 M2 ) x ( M3 M4 )♀Progeny generation:Group 1: Group 2:Test- progeny with phenotypicand genotypic records, usedto estimate <strong>marker</strong> effectsBroodstock candidateprogeny with genotypic recordonlyM1 M3SelectM1 M4 Perhaps select someM2 M3Perhaps select someM2 M4 Select noneIndividuals with <strong>marker</strong> genotypes shown <strong>in</strong> bold are selected. The proportion of each genotype selected will vary with<strong>selection</strong> <strong>in</strong>tensity.Thompson (1990) showed that the efficiencyof MAS relative to conventional<strong>selection</strong> alone depends upon the heritabilityof the trait under <strong>selection</strong>, theproportion of genetic variance associatedwith <strong>marker</strong> loci and the particular <strong>selection</strong>scheme at issue.Stochastic simulations of two-generationwith<strong>in</strong>-family MAS schemes <strong>in</strong> a typicalaquaculture breed<strong>in</strong>g programme werecarried out by Sonesson (2006) for <strong>selection</strong>for one trait. Selection was truncatedbased upon best l<strong>in</strong>ear unbiased prediction(BLUP) breed<strong>in</strong>g values <strong>in</strong>clud<strong>in</strong>g <strong>in</strong>formationof the genetic <strong>marker</strong> (Fernando andGrossman, 1989). The heritability, h 2 , ofthe trait under <strong>selection</strong> was 0.06 or 0.12,and 20 percent of the genetic variance wasaccounted for by the QTL.Genetic ga<strong>in</strong> was 0.202 for MAS and0.176 for conventional breed<strong>in</strong>g, after <strong>selection</strong><strong>in</strong> generation 1 (Table 3), i.e. MAS had15 percent higher genetic ga<strong>in</strong> than conventionalbreed<strong>in</strong>g. After <strong>selection</strong> <strong>in</strong> generation2, genetic ga<strong>in</strong> was 68 percent higher forMAS than conventional breed<strong>in</strong>g. The performance-<strong>in</strong>creas<strong>in</strong>gQTL allele was thenalmost fixed (i.e. its frequency approached1). The <strong>in</strong>crease <strong>in</strong> genetic ga<strong>in</strong> is ma<strong>in</strong>lydue to the <strong>in</strong>creased frequency of the positiveQTL allele for the MAS scheme, wherea higher QTL frequency implies more

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