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marker-assisted selection in wheat

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178Marker-<strong>assisted</strong> <strong>selection</strong> – Current status and future perspectives <strong>in</strong> crops, livestock, forestry and fishIn general, for the purpose of <strong>in</strong>creasedgenetic change of economically importantquantitative traits, and <strong>in</strong> the contextof well recorded and efficient breed<strong>in</strong>gprogrammes, there is no need to haveknowledge of functional mutations s<strong>in</strong>cenearby <strong>marker</strong>s will have a high predictivevalue about genetic merit. Moreover,the benefit from the extra <strong>in</strong>vestment andtime spent on f<strong>in</strong>d<strong>in</strong>g functional mutationsmight be superseded by the geneticchange that can be made <strong>in</strong> the breed<strong>in</strong>gprogramme <strong>in</strong> the meantime.Implementation of <strong>marker</strong>-<strong>assisted</strong> geneticevaluationIt is important to note that, for most ofthe gene <strong>marker</strong> tests currently on themarket, <strong>in</strong>tegration with exist<strong>in</strong>g systemsfor genetic evaluation is not obvious. Thisis because the gene test<strong>in</strong>g is either fora Mendelian characteristic, or it predictsphenotypic differences for traits that arenot the same as those <strong>in</strong> current geneticevaluation. Moreover, breeders would notonly be <strong>in</strong>terested <strong>in</strong> more accurate EBVsbased on gene <strong>marker</strong>s, but they wouldalso want to know the actual QTL genotypesfor their breed<strong>in</strong>g animals. This<strong>in</strong>formation on <strong>in</strong>dividual genotype willbecome less relevant if more gene testsbecome available and if test<strong>in</strong>g becomescheaper and more widespread. This mightstill take some years. Thus, as gene <strong>marker</strong>test<strong>in</strong>g is gradually <strong>in</strong>troduced, it is morelikely to create additional <strong>selection</strong> criteriato consider and it will take sometime before QTL <strong>in</strong>formation is seamlesslyand optimally <strong>in</strong>tegrated <strong>in</strong> exist<strong>in</strong>g geneticevaluation programmes. In particular, ifgenetic evaluation is based on <strong>in</strong>formationfrom many different breed<strong>in</strong>g units, suchas <strong>in</strong> cattle or sheep, genotyp<strong>in</strong>g <strong>in</strong>formationwill <strong>in</strong>itially be available for only asmall proportion of the breed<strong>in</strong>g animals,possibly not justify<strong>in</strong>g a total overhaul ofthe system for genetic evaluation. Simplead hoc procedures where QTL effects areestimated and presented separately as additionaleffects are <strong>in</strong>itially a more likelyroute to implementation.Solutions for fixed QTL genotypeeffects, along with genotype probabilitiesas outputs of genetic evaluation, mightbe <strong>in</strong>terest<strong>in</strong>g to breeders and, comparedwith random QTL effects, may be morelikely to be presented and used separatelyfrom polygenic EBVs. This would alsobe the case for genotypic <strong>in</strong>formation onMendelian characters, where there is nopolygenic component.Incorporat<strong>in</strong>g MAS <strong>in</strong> <strong>selection</strong>programmesMolecular <strong>in</strong>formation can be used toenhance both the processes of <strong>in</strong>tegrat<strong>in</strong>gsuperior qualities of different breeds andwith<strong>in</strong>-breed <strong>selection</strong>. These strategies arefurther described below.Between-breed <strong>selection</strong>Cross<strong>in</strong>g breeds results <strong>in</strong> extensive LD,which can be capitalized upon us<strong>in</strong>g MAS<strong>in</strong> a number of ways. If a large proportionof breed differences <strong>in</strong> the trait(s) of<strong>in</strong>terest are due to a small number of genes,gene <strong>in</strong>trogression strategies can be used.If a larger number of genes is <strong>in</strong>volved,MAS with<strong>in</strong> a synthetic l<strong>in</strong>e is the preferredmethod of improvement.Marker-<strong>assisted</strong> <strong>in</strong>trogressionIntrogression of the desirable allele at atarget gene from a donor to a recipient breedis accomplished by multiple backcrossesto the recipient, followed by one or moregenerations of <strong>in</strong>tercross<strong>in</strong>g. The aim ofthe backcross generations is to produce

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