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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 337text of fish breed<strong>in</strong>g is also discussed bySonesson (this volume).For most breed<strong>in</strong>g programmes, physicaltagg<strong>in</strong>g will prove efficient both <strong>in</strong>economic and biological terms to achieveacceptable rates of genetic ga<strong>in</strong>, while m<strong>in</strong>imiz<strong>in</strong>grates of <strong>in</strong>breed<strong>in</strong>g. Genetic <strong>marker</strong>technology can still be costly for rout<strong>in</strong>eassignment of parentage, althoughthese costs can be reduced us<strong>in</strong>g multiplexpolymerase cha<strong>in</strong> reaction (PCR)technology (Paterson, Piertney and Knox,2004; Taris, Baron and Sharbel, 2005) <strong>in</strong>which more than one <strong>marker</strong> can be genotypedsimultaneously <strong>in</strong> a s<strong>in</strong>gle gel laneor capillary. This is especially the casewhen only DNA <strong>marker</strong>s are used withoutphysical tagg<strong>in</strong>g, as <strong>in</strong>dividuals must be retypedwhen records for multiple traits are<strong>in</strong>cluded <strong>in</strong> the <strong>selection</strong> criteria (Gjerde,Villaneuva and Bentsen, 2002).It is expected that rates of genetic ga<strong>in</strong>for economic traits will not be affected significantlywhen common environmentaleffects are present. This is because, <strong>in</strong> manyspecies of cultured salmonids, the commonenvironmental effect decreases considerably,from about 20 percent for alev<strong>in</strong> weight to5 percent for body weight at harvest, whichis the trait with most impact on profit(Herb<strong>in</strong>ger et al., 1999; Henryon et al.,2002; Kause et al., 2005). Hence, commonenvironmental effects should not decreasethe rates of genetic ga<strong>in</strong> for traits measuredat harvest when physical tagg<strong>in</strong>g is used.Furthermore, multistage <strong>selection</strong> offers thepossibility of first select<strong>in</strong>g <strong>in</strong>dividuals on awith<strong>in</strong>-family basis directly from tanks (fortraits <strong>in</strong>fluenced by common environmentaleffects), and then select<strong>in</strong>g at a second stagefor traits measured at harvest (Mart<strong>in</strong>ez,2006a). This alternative would either ma<strong>in</strong>ta<strong>in</strong>rates of ga<strong>in</strong> while decreas<strong>in</strong>g the costsassociated with tagg<strong>in</strong>g, or even <strong>in</strong>creaserates of ga<strong>in</strong>, when record<strong>in</strong>g from tanks(with<strong>in</strong> families) can be carried out relatively<strong>in</strong>expensively (Mart<strong>in</strong>ez, 2006a).The sample size (i.e. the numbers of<strong>in</strong>dividuals and <strong>marker</strong>s required forreconstruct<strong>in</strong>g the pedigree of a populationaccurately) is a practical issue, asnot all <strong>in</strong>dividuals <strong>in</strong> a population can begenotyped for all <strong>marker</strong>s available. Suchissues arise <strong>in</strong> species where physical tagg<strong>in</strong>gis not possible or not economicallysound, as <strong>in</strong> nucleus populations withoutelectronic tagg<strong>in</strong>g (e.g. when recover<strong>in</strong>g aback-up population for nucleus breed<strong>in</strong>gprogrammes) or when disease challenges(e.g. for <strong>in</strong>fectious pancreatic necrotic virus[IPNV]) are carried out early <strong>in</strong> the lifecycle (Mart<strong>in</strong>ez et al., <strong>in</strong> preparation). Smallsample sizes, together with sperm competition(Withler and Beacham, 1994), mat<strong>in</strong>gpreference (as <strong>in</strong> Artemia; G. Gajardo, personalcommunication) and other biologicalfactors after fertilization can <strong>in</strong>crease thevariance of family size, thereby decreas<strong>in</strong>gthe effective population size to unsusta<strong>in</strong>ablelevels (Brown, Woolliams andMcAndrew, 2005).Another problem arises <strong>in</strong> practicewhen <strong>selection</strong> is carried out before genotyp<strong>in</strong>gwith <strong>marker</strong>s. In this case, BLUPof breed<strong>in</strong>g values is likely to be biasedbecause not all phenotypic <strong>in</strong>formationis used when predict<strong>in</strong>g breed<strong>in</strong>g values.The magnitude of re-rank<strong>in</strong>g is dependenton the amount of <strong>in</strong>formation from afamily with<strong>in</strong> the selected group. In these<strong>in</strong>stances, the mixed model equations needto be modified to account for such selecteddata (Morton and Howarth, 2005).Establish<strong>in</strong>g breed<strong>in</strong>g programmesus<strong>in</strong>g molecular <strong>in</strong>formationThe choices made at the found<strong>in</strong>g of abreed<strong>in</strong>g programme have a critical

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