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marker-assisted selection in wheat

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Chapter 7 – Marker-<strong>assisted</strong> <strong>selection</strong> <strong>in</strong> common beans and cassava 105Laboratories (MBL), Kampala, and CIAT,is aimed at the genetic mapp<strong>in</strong>g of CNP<strong>in</strong> cassava. An S 1 family-AM 320, derivedfrom the bitter variety MTAI 8 is thebasis for the study. This family has beenevaluated for cyanogenic glucoside contentand has been genotyped with morethan 200 diversity array technology (DarT)<strong>marker</strong>s at CAMBIA, Australia, and 150SSR <strong>marker</strong>s at CIAT. The discovery ofmolecular <strong>marker</strong>s for CNP will providea tool to select efficiently for low cyanogenicpotential <strong>in</strong> cassava. Also ongo<strong>in</strong>g isthe genetic mapp<strong>in</strong>g of the two cytochromeP450 genes CYP79D1 and D2 that catalysethe rate-limit<strong>in</strong>g step of the biosynthesisof the cyanogenic glucosides, l<strong>in</strong>amar<strong>in</strong> <strong>in</strong>the S 1 family AM 320. The group is alsolook<strong>in</strong>g for an association with QTL forCNP. It is expected that <strong>marker</strong>s associatedwith CNP will be identified at the end ofthe study.Dry matter contentFew key traits <strong>in</strong> cassava hold greaterpotential for <strong>in</strong>creas<strong>in</strong>g cost-effectivenessvia MAS than root dry matter content(DMC). This trait is usually measured atthe end of the growth cycle. A number ofgenetic and environmental effects <strong>in</strong>fluenceDMC. It is usually highest before the onsetof ra<strong>in</strong>s, but drops after the ra<strong>in</strong>s beg<strong>in</strong>as the plant mobilizes starch from theroots for re-growth of leaves (Byrne, 1984).Defoliation from pest and disease attackscan lower DMC. Breed<strong>in</strong>g programmeshave been quite successful <strong>in</strong> improv<strong>in</strong>gDMC, especially for <strong>in</strong>dustrial markets.The entry po<strong>in</strong>t for develop<strong>in</strong>g <strong>marker</strong>sassociated with DMC was recent diallelexperiments (Jaramillo et al., 2005; Calleet al., 2005; Pérez et al., 2005a, b; Cachet al., 2005b). Diallels, <strong>in</strong> this case madeup of 90 families, are an ideal methodto identify genes controll<strong>in</strong>g DMC thatare useful <strong>in</strong> many genetic backgrounds.Estimates of general and specific comb<strong>in</strong><strong>in</strong>gability (SCA and GCA, respectively) formany traits of agronomic <strong>in</strong>terest werecalculated, with emphasis on DMC. Basedon GCA estimates, parents were selected togenerate larger-sized progenies for DMCmapp<strong>in</strong>g. Sizes of families <strong>in</strong> the orig<strong>in</strong>aldiallel experiment were about 30 progenies,which is rather small for genetic mapp<strong>in</strong>g.Parallel to the development of mapp<strong>in</strong>gpopulations was the search for <strong>marker</strong>sassociated with DMC us<strong>in</strong>g two F 1 families,GM 312 and GM 313, selected from thediallel experiment hav<strong>in</strong>g parents with highGCA for DMC.Initial <strong>marker</strong> analysis us<strong>in</strong>g bulked segregantanalysis led to the discovery of twomolecular genetic <strong>marker</strong>s, SSRY160 andSSRY150, which expla<strong>in</strong> about 30 and18 percent, respectively, of phenotypic variancefor DMC. These <strong>marker</strong>s are be<strong>in</strong>ganalysed on approximately 700 genotypesderived from 23 crosses with parents hav<strong>in</strong>ghigh GCA for DMC <strong>in</strong> order to confirmtheir utility across genetic backgrounds.Parallel to this, larger families are be<strong>in</strong>gdeveloped from selected parents for QTLmapp<strong>in</strong>g of DMC.Disadvantages of MASPerhaps the greatest disadvantage of MAS isthe time and f<strong>in</strong>ancial <strong>in</strong>vestment requiredto develop <strong>marker</strong>s that are widely applicablefor traits of agronomic importance.Often a <strong>marker</strong> developed <strong>in</strong> one or afew related genotypes will not work forother genotypes <strong>in</strong> a breed<strong>in</strong>g scheme dueto allelic effects. Furthermore, developmentof <strong>marker</strong>s, particularly for QTL, iscomplicated by epistatic <strong>in</strong>teractions andthe critical need for good quality phenotypicdata. Several ways around this

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