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marker-assisted selection in wheat - ictsd

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170Marker-<strong>assisted</strong> <strong>selection</strong> – Current status and future perspectives <strong>in</strong> crops, livestock, forestry and fishpair that each <strong>in</strong>dividual carries. An <strong>in</strong>dividualwith genotype MmQq could havethe follow<strong>in</strong>g two haplotypes: MQ/mq,where the / separates the two homologouschromosomes. Alternatively, it could carrythe haplotypes Mq/mQ. This alternativearrangement of l<strong>in</strong>ked alleles on homologouschromosomes is referred to as the<strong>marker</strong>-QTL l<strong>in</strong>kage phase. The arrangementof alleles <strong>in</strong> haplotypes is importantbecause progeny <strong>in</strong>herit one of the twohaplotypes that a parent carries, barr<strong>in</strong>grecomb<strong>in</strong>ation.The presence of l<strong>in</strong>kage equilibrium(LE) or disequilibrium relates to the relativefrequencies of alternative haplotypes <strong>in</strong>the population. In a population that is <strong>in</strong>l<strong>in</strong>kage equilibrium, alleles at two loci arerandomly assorted <strong>in</strong>to haplotypes. In otherwords, chromosomes or haplotypes thatcarry <strong>marker</strong> allele M are no more likelyto carry QTL allele Q than chromosomesthat carry <strong>marker</strong> allele m. In technicalterms, the frequency of the MQ haplotypesis equal to the product of the populationallele frequency of M and the frequencyof Q. Thus, if a <strong>marker</strong> and QTL are <strong>in</strong>l<strong>in</strong>kage equilibrium, there is no value <strong>in</strong>know<strong>in</strong>g an <strong>in</strong>dividual’s <strong>marker</strong> genotypebecause it provides no <strong>in</strong>formation on QTLgenotype. If the <strong>marker</strong> and QTL are<strong>in</strong> l<strong>in</strong>kage disequilibrium, however, therewill be a difference <strong>in</strong> the probability ofcarry<strong>in</strong>g Q between chromosomes thatcarry M and m <strong>marker</strong> alleles and, therefore,a difference <strong>in</strong> mean phenotype between<strong>marker</strong> genotypes would also be expected.The ma<strong>in</strong> factors that create LD <strong>in</strong> apopulation are mutation, <strong>selection</strong>, drift(<strong>in</strong>breed<strong>in</strong>g), and migration or cross<strong>in</strong>g. SeeGoddard and Meuwissen (2005) for furtherbackground on these topics. The ma<strong>in</strong>factor that breaks down LD is recomb<strong>in</strong>ation,which can rearrange haplotypes thatDisequilibriumFigure 1Break-up of LD over generationsLD is cont<strong>in</strong>uously eroded byrecomb<strong>in</strong>ation10.90.80.70.60.50.40.30.20.100r=.5r=.2r=.1r=.05Generationr=.01rM Qexist with<strong>in</strong> a parent <strong>in</strong> every generation.Figure 1 shows the effect of recomb<strong>in</strong>ation(r) on the decay of LD over generations.The rate of decay depends on the rate ofrecomb<strong>in</strong>ation between the loci. For tightlyl<strong>in</strong>ked loci, any LD that has been createdwill persist over many generations but, forloosely l<strong>in</strong>ked loci (r > 0.1), LD will decl<strong>in</strong>erapidly over generations.Population-wide versus with<strong>in</strong>-family LDAlthough a <strong>marker</strong> and a l<strong>in</strong>ked QTL maybe <strong>in</strong> LE across the population, LD willalways exist with<strong>in</strong> a family, even betweenloosely l<strong>in</strong>ked loci. Consider a double heterozygoussire with haplotypes MQ/mq(Figure 2). The genotype of this sire isidentical to that of an F 1 cross between<strong>in</strong>bred l<strong>in</strong>es. This sire will produce fourtypes of gametes: non-recomb<strong>in</strong>ants MQand mq and recomb<strong>in</strong>ants Mq and mQ.As non-recomb<strong>in</strong>ants will have higher frequency,depend<strong>in</strong>g on the recomb<strong>in</strong>ationrate between the <strong>marker</strong> and QTL, thissire will produce gametes that will be <strong>in</strong>LD. Furthermore, this LD will extendover a larger distance (Figure 1), becauseit has undergone only one generation ofrecomb<strong>in</strong>ation. This specific type of LD,mqr=.0015 10 15 20 25

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