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marker-assisted selection in wheat - ictsd

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Chapter 17 – Marker-<strong>assisted</strong> <strong>selection</strong> <strong>in</strong> fish and shellfish breed<strong>in</strong>g schemes 345Figure 4Determ<strong>in</strong>istic power calculation (follow<strong>in</strong>g Mart<strong>in</strong>ez, Hill and Knott, 2002) for a QTL expla<strong>in</strong><strong>in</strong>g10 percent of the phenotypic variance for a variable total population size (x axis) andfamily size (25, 50 and 100)10.90.8Power of detect<strong>in</strong>g QTL0.70.60.50.40.30.20.125 50 1000100 200 300 400 500 600 700 800 900 1 000Population sizerobust for detect<strong>in</strong>g QTL and there waslittle loss of <strong>in</strong>formation for detect<strong>in</strong>g QTLwhen dom<strong>in</strong>ance is present but not used <strong>in</strong>the QTL mapp<strong>in</strong>g analysis.QTL mapp<strong>in</strong>g <strong>in</strong> practiceTo date, QTL mapp<strong>in</strong>g <strong>in</strong> fish us<strong>in</strong>g outbredpopulations has been carried out mostlywith s<strong>in</strong>gle <strong>marker</strong> analysis (microsatellitesand AFLP <strong>marker</strong>s), and us<strong>in</strong>g relativelysparse l<strong>in</strong>kage maps when <strong>in</strong>terval mapp<strong>in</strong>gis used. In tilapia, the F 2 design and afour-way cross between different species ofOreochromis have been used for detect<strong>in</strong>gQTL affect<strong>in</strong>g cold tolerance and bodyweight (Cnaani et al., 2003; Moen et al.,2004c). In outbred populations of salmonids,QTL that <strong>in</strong>fluence body weight havebeen mapped (Reid et al., 2005 and referencesthere<strong>in</strong>).Studies seek<strong>in</strong>g l<strong>in</strong>kage of <strong>marker</strong>s totraits amenable to MAS, such as diseaseresistance, have begun to appear <strong>in</strong> the literatureover the past few years. For example,QTL for resistance have been mappedfor <strong>in</strong>fectious pancreatic necrosis virus(Ozaki et al., 2001), <strong>in</strong>fectious salmonidanemia (Moen et al., 2004c), <strong>in</strong>fectioushaematopoietic necrosis (Rodriguez et al.,2004; Khoo et al., 2004), and stress andimmune response (Cnaani et al., 2004).Also, Somorjai, Danzmann and Ferguson(2003 and references there<strong>in</strong>) reported evidenceof QTL for upper thermal tolerance<strong>in</strong> salmonids with differ<strong>in</strong>g effects <strong>in</strong> differentspecies and genetic backgrounds.From f<strong>in</strong>e mapp<strong>in</strong>g to f<strong>in</strong>d<strong>in</strong>g genes<strong>in</strong>fluenc<strong>in</strong>g complex traitsWhen the number of meioses <strong>in</strong> thegenotyped pedigree is not sufficient for thel<strong>in</strong>kage analysis to obta<strong>in</strong> a precise positionfor the QTL, there is a wide confidence<strong>in</strong>terval around an estimated QTL position.

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