Chapter 7 Marker-assisted Selection In Common Beans And .

2y ago
39 Views
2 Downloads
939.74 KB
84 Pages
Last View : 1m ago
Last Download : 3m ago
Upload by : Jenson Heredia
Transcription

Chapter 7Marker-assisted selection incommon beans and cassavaMathew W. Blair, Martin A. Fregene, Steve E. Beebe and Hernán Ceballos

82Marker-assisted selection – Current status and future perspectives in crops, livestock, forestry and fishSummaryMarker-assisted selection (MAS) in common beans (Phaseolus vulgaris L.) and cassava(Manihot esculenta) is reviewed in relation to the breeding system of each crop and thebreeding goals of International Agricultural Research Centres (IARCs) and NationalAgricultural Research Systems (NARS). The importance of each crop is highlighted andexamples of successful use of molecular markers within selection cycles and breeding programmes are given for each. For common beans, examples are given of gene tagging forseveral traits that are important for bean breeding for tropical environments and aspectsconsidered that contribute to successful application of MAS. Simple traits that are taggedwith easy-to-use markers are discussed first as they were the first traits prioritized forbreeding at the International Center for Tropical Agriculture (CIAT) and with NARSpartners in Central America, Colombia and eastern Africa. The specific genes for MASselection were the bgm-1 gene for bean golden yellow mosaic virus (BGYMV) resistanceand the bc-3 gene for bean common mosaic virus (BCMV) resistance. MAS was efficientfor reducing breeding costs under both circumstances as land and labour savings resultedfrom eliminating susceptible individuals. The use of markers for other simply inheritedtraits in marker-assisted backcrossing and introgression across Andean and Mesoamericangene pools is suggested. The possibility of using MAS for quantitative traits such as lowsoil phosphorus adaptation is also discussed as are the advantages and disadvantages ofMAS in a breeding programme. For cassava, the use of multiple flanking markers for selection of a dominant gene, CMD2 for cassava mosaic virus (CMV) resistance at CIAT andthe International Institute of Tropical Agriculture (IITA) as well as with NARS partners inthe United Republic of Tanzania using a participatory plant breeding scheme are reviewed.MAS for the same gene is important during introgression of cassava green mite (CGM) andcassava brown streak (CBS) resistance from a wild relative, M. esculenta sub spp. flabellifolia. The use of advanced backcrossing with additional wild relatives is proposed as a wayto discover genes for high protein content, waxy starch, delayed post-harvest physiologicaldeterioration, and resistance to whiteflies and hornworm. Other potential targets of MASsuch as beta carotene and dry matter content as well as lower cyanogenic potential are given.In addition, suggestions are made for the use of molecular markers to estimate averageheterozygosity during inbreeding of cassava and for the delineation of heterotic groupswithin the species. A final section describes the similarities and differences between theMAS schemes presented for the two crops. Differences between the species can be ascribedpartially to the breeding and propagation systems of common beans (seed propagated, selfpollinating) and cassava (clonally propagated, cross-pollinating). In addition, differencesin growth cycles, breeding methods, availability of genetic markers, access to selectionenvironments and the accompanying opportunities for phenotypic selection influence thedecisions in both crops of when and how to apply MAS. Recommendations are made forapplying MAS in breeding of both crops including careful prioritization of traits, markersystems, genetic stocks, scaling up, planning of crosses and the balance between MAS andphenotypic selection.

Chapter 7 – Marker-assisted selection in common beans and cassavaCommon beans: importance andgeneticsCommon beans (Phaseolus vulgaris L.)are the most important grain legume fordirect human consumption, especially inLatin America and eastern and southernAfrica. They are seed-propagated, true diploids (2n 22) and have a relatively smallgenome (650 Mb) (Broughton et al., 2003).Originating in the Neotropics, commonbeans were domesticated in at least twomajor centres in Mesoamerica and theAndes (Gepts, 1988) and possibly in athird minor centre in the northern Andes(Islam et al., 2002). Wide DNA polymorphism is expressed between the twomajor gene pools. Mesoamerican beanstypically have small to medium size seedsand can be classed into four races that aredistinguished by randomly amplified polymorphic DNA (RAPD) polymorphisms(Beebe et al., 2000). Andean beans usuallyhave medium to large seeds, and landraceshave been classed into three races basedon plant morphology and agro-ecologicaladaptation (Singh, Gepts and Debouck,1991). These can be differentiated by microsatellites (M. Blair, unpublished data) butthe genetic distance among Andean races isnarrower than that among Mesoamericanraces (Beebe et al., 2001). A large numberof gene tagging studies have been conducted in common beans, predominantlywith RAPD markers, some of which havebeen converted subsequently to sequencecharacterized amplified regions (SCARs;reviewed most recently by Miklas et al.,2006).Beans display a wide range of growthhabits (Van Schoonhoven and PastorCorrales, 1987), from determinate bushtypes, to indeterminate upright or vinybush types, to vigorous climbers. Bushtypes are the most widely grown, and are a83relatively short season crop, maturing in aslittle as 60 days from seeding in a tropicalclimate and yielding from 700 to 2 000 kg/ha on average. On the other hand, in smallholder agriculture where land is scarce,labour-intensive, high-yielding climbingbeans enjoy continuing or even expandingpopularity. Climbing beans can mature in100 to 120 days at mid-elevations, but candelay as long as ten months at higher elevations and can produce the highest yields forthe crop, up to 5 000 kg/ha. These featureshave significant implications for breedingprogrammes. In bush types it is possibleto obtain up to three cycles per year inthe field, or even four cycles in greenhouse conditions. Breeding bush beans isthus quite agile with regard to advance ofgenerations, although seed harvest of individual plants is sometimes limited. Withclimbing beans, on the other hand, at bestit is possible to obtain two cycles per yearwith field grown plants, while managingclimbing beans in the greenhouse is logistically difficult. However, while bush beansproduce on average 20 to 50 seeds/plant,individual plants of climbing beans oftenproduce enough seeds to plant several rows(100 to 150 seeds).Beans are self-pollinating and thusbreeding methods for autogamous cropsare employed. Pedigree selection or someadaptation thereof is most common, andboth recurrent (Muñoz et al., 2004) andadvanced (or inbred) backcrossing (Sullivanand Bliss, 1983; Buendia et al., 2003; Blair,Iriarte and Beebe, 2003) have been used.Recurrent selection has also been employed(Kelly and Adams, 1987; Beaver et al.,2003) but seldom in a formal sense with adefined population structure. Singh et al.(1998) suggested a system that they calledgamete selection in which individual F1plants of multiple parent crosses give rise

84Marker-assisted selection – Current status and future perspectives in crops, livestock, forestry and fishto families. This system takes advantage ofthe variability among F1 plants that is created between segregating parental plants.The choice of breeding method and itsadaptation to specific circumstances, thegrowth cycle of the crop in relation todifferent planting seasons, the access toselection environments and the accompanying opportunities for phenotypicselection and the ease of implementing thespecific markers to be used will all influence the decisions about where and howMAS will be most cost effective and usedto best advantage.MAS in bean breeding: experiences ofCIAT and NARSMolecular markers have been sought forboth simple and complex traits in beans,with an eye to eventual application in MAS.Tagging of genes and QTL in common beanand their application to MAS have beenreviewed previously (Kelly et al., 2003;Miklas et al., 2006). In the present chapter,some of the aspects that contribute to thesuccessful use of MAS are considered ingreater detail, referring to examples takenfrom bean breeding in the tropics at CIATand within NARS. Simple and complextraits are discussed separately, as they represent two contrasting sorts of experience.Simple traitsBean golden yellow mosaic virus resistanceBean golden yellow mosaic virus (BGYMV)is a white fly-transmitted Gemini virus, anda major production limitation of beans inthe mid-to-low altitude areas of CentralAmerica, Mexico and the Caribbean.Host resistance to the virus is the mostpractical means of control, and any newvariety in these production areas must carryresistance. Studies on inheritance of resistance revealed a major gene denominatedbgm-1 in breeding line A429 (Blair andBeaver, 1993) that originates in the Mexican(Durango race) accession “Garrapato” orG2402. Minor genes (Miklas et al., 2000c)as well as additional recessive and dominantresistance genes exist for the virus (Miklaset al., 2006). In most production areaswhere BGYMV exists, it is necessary topyramid genes for adequate disease control.Although lines developed in CIAT targetthese areas, BGYMV does not exist at levelsthat would permit selection under fieldconditions in Palmira, Colombia, at CIATheadquarters. Therefore, MAS was desirable to assure recovery of at least the mostimportant resistance genes. MAS has alsobeen employed in the Panamerican Schoolin Zamorano, Honduras, as a complementto field screening, to extend selection tosites and seasons with less disease pressure(J.C. Rosas, personal communication).A co-dominant RAPD marker wasidentified for the bgm-1 gene (Urrea etal., 1996) that was subsequently convertedto a SCAR marker named SR2 (CIAT,1997). The DNA fragment associated withbgm-1 gene has only been observed inone genotype other than G2402 and itsderivatives, and thus the polymorphismhas been very useful for recognizing thepresence of the gene in different geneticbackgrounds. This SCAR was evaluated onas many as 7 000 plants in a single sowing(CIAT, 2001; 2003). The uniqueness of themarker’s polymorphism and its reliabilityover laboratories, seasons and geneticbackgrounds have facilitated its wide use.More recently, a second SCAR (SW12.700)was developed from the W12.700 RAPDfor a QTL located on linkage group b04(Miklas et al., 2000c), and this has alsobeen incorporated into the breedingprogramme of CIAT. The combination ofbgm-1 and the QTL is expected to offer an

Chapter 7 – Marker-assisted selection in common beans and cassava85Figure 1Examples of gel multiplexing for MAS of A) BGYMV and B) BCMV resistance genesB) bc-3 geneROC11 SCAR (Johnson et al., 1997)A) bgm-1 geneRS SCAR (Urrea et al., 1996/CIAT)Load 1S alleleR alleleGel 1Load 2 Load 1 Load 2S alleleR alleleGel 2Load 3 Load 2 Load 1 Load 3S alleleR alleleGel 2Load 3 Load 2 Load 1 Controls530bp 570bpintermediate level of resistance, while otherminor genes must be recovered throughconventional phenotypic selection to assurehigher resistance.Scaling up of MAS required the development of simple operational procedures inboth the field (tagging, tissue collection) andthe laboratory (DNA extraction, markerevaluation). For gamete selection strategiesin the field, individual, evenly-spaced plantsfrom segregating populations were markedwith numbered tags that were coated withparaffin to protect them until seed harvest.Leaf disks were sampled from young vegetative tissue with a paper hole puncherand placed directly into pre-numbered cellsof microtitre 96-well plates stored on ice,ready for grinding and extraction in thelaboratory. The implementation of MASfor bgm-1 and subsequently for SW12.700in the laboratory required substantial adaptation of standard protocols to establishhigh-throughput procedures. Grinding ofsamples in microtitre plates was accomplished with a block of 96 pegs that fitinto each well. Alkaline DNA extraction(Klimyuk et al., 1993) was employed withsuccess for both markers, and eventually itwas possible to multiplex the markers inboth the amplification and gel phases usingmultiple primer PCR and multiple loadingper gel wells (Figure 1A). With experienceand improved procedures, efficiency morethan doubled over a two-year period. MASwas often carried out before flowering todecide on a plant’s status as a carrier of theresistant allele for further use in crossing.Two small red seeded lines developed inthe Panamerican School using MAS havereached the stage of validation in Honduras(J.C. Rosas, personal communication) andshown resistance to the BGYMV strainsprevalent there. Resistance to BGYMV ofdrought tolerant lines selected at CIAT wasmaintained using MAS for one or moregenes, followed by field selection in CentralAmerica. Similarly, red mottled lines developed in CIAT with the aid of MAS showedfield resistance in the Caribbean and one ofthese lines from the red mottled advancedline for the Caribbean (RMC) series hasbeen released (Blair et al., 2006). MAS hasalso been an important element of maintaining BGYMV viral resistance in CIAT’sprogramme as other breeding objectives such as nutritional value have beenassumed, necessitating the inclusion of susceptible parents in crosses with resistant

86Marker-assisted selection – Current status and future perspectives in crops, livestock, forestry and fishlines. MAS for this trait has also been practised at the University of Puerto Rico andat the Biotechnology Institute of Cuba.Bean common mosaic virus and beancommon mosaic necrotic virusBean common mosaic virus (BCMV) andthe related necrotic strains (bean commonmosaic necrotic virus [BCMNV]) areaphid-transmitted potyviruses that arefound worldwide and are seed-borne fromseason to season. BCMNV resistance isvery important in Africa where necroticstrains are prevalent and has become arenewed priority for parts of the Caribbeanwhere necrotic strains have been discovered. BCMV is also endemic in the Andeanregion where it persists in farmer-saved seedand long-season climbing beans. Climbingbeans are grown in both intensive (trellised/staked monoculture) and extensive (intercropping with maize) farming systems. Inboth systems the need to protect the cropfrom easily transmitted viral diseases suchas BCMV or BCMNV is great; however,very few climbing beans have been bred forresistance to BCMV. A number of BCMV/BCMNV resistance genes have been taggedincluding the dominant I gene (with whichthe necrotic strains interact to producenecrosis) and the recessive bc-3, bc-2 andbc-12 genes (Haley, Afanador and Kelly,1994; Melotto, Afanador and Kelly, 1996;Johnson et al., 1997; Miklas et al., 2000a).The genes can be distinguished by inoculation with different viral isolates, and a rangeof molecular marker tags are available foreach gene (reviewed in Kelly et al., 2003;Miklas et al., 2006). The dominant I genewas incorporated into a wide range of smallseeded bush beans at CIAT, while resistantbush beans of the bush bean resistant toblack root (BRB) series carrying recessive genes were developed in the 1990s andhave been widely distributed as breedingparents. The need to reselect the recessivegenes with confidence from segregatingpopulations makes MAS a priority.CIAT started a collaborative project withthe Colombian national bean programmebased at the Colombian AgriculturalResearch Corporation (CORPOICA) in2002 to introgress BCMV resistance genesfrom BRB lines into local landraces andimproved genotypes of Andean climbingbeans (CIAT, 2002, 2003, 2004; Santana etal., 2004). During the breeding programmefor BCMV and over the course of fouryears, MAS was used extensively basedprimarily on the SCAR marker ROC11developed for the bc-3 gene (Johnson etal., 1997) and the SCAR marker SW13 forthe I gene (Melotto, Afanador and Kelly,1996) along with virus screening to confirm the selection of resistant progeny.The programme was successful in movingbc-3 resistance into a background of creammottled and red mottled seed types forboth highland areas (known as Cargamantocommercial class) as well as mid-altitudeareas through triple-, double- and backcrosses. Although virus resistance was alsoscreened phenotypically, the frequency ofescape, the complex interaction of multiple genes and the recessive nature of mostof these made MAS the best option forbreeding resistant varieties rapidly. In addition, as climbing bean breeding is a moretime-consuming and expensive endeavourthan bush bean breeding due to the longerseason, wider plant spacing and need forstaking material, MAS was also found to bea very effective measure to reduce breedingcosts and save on breeding nursery space.The implementation of MAS for BCMVwas based on a combination of the previously developed SCAR markers previouslymentioned and techniques developed at

Chapter 7 – Marker-assisted selection in common beans and cassavaCIAT for the selection of BGYMV resistance as discussed previously. Althoughmost BCMV and BCMNV resistance geneshad been tagged with SCAR markers,implementation required efforts to validate and scale up the use of the markers inapplied breeding programmes. Genotypingfor the ROC11 marker was carried out onadvanced lines given that this marker isdominant and in repulsion with the resistance allele. In other words, the absence of aband was indicative of the presence of therecessive bc-3 allele and therefore it wasmore appropriate to evaluate after fixationof the alleles to homozygosity throughmass or pedigree selection with singleplant selections in the F4 and F5 generation when single plant rows were evaluatedfor the resistance gene marker. To determine whether the advanced line continuedto segregate for the gene, alkaline DNAextraction was conducted on leaf discscollected from four leaflets from four individual plants per line using a hole-puncherrather than from a single plant per familyor advanced line. The presence or absenceof polymerase chain reaction (PCR) products was evaluated for each genotype basedon scanned photographs or gel captureimagery of multiplexed gels (Figure 1B) topredict if the genotype contained the resistance or the susceptible allele.Once optimized for parental genotypes,MAS was conducted on a large number ofprogeny rows. For example in 2003, morethan 4 000 advanced lines were evaluated forthe ROC11 marker for genotypes grown atthree sites within Colombia (CIAT-Darien,CIAT headquarters and CORPOICARionegro). DNA was collected at all threesites and shipped successfully to the laboratory in 96-well plate format as discussedabove. Both the ROC11 and SW13 markerswere single copy SCARs that did not pro-87duce extra bands and therefore were easyto multiplex. To facilitate the evaluationof markers on a large number of advancedlines, usually within two to three weeks,and increase the efficiency of MAS, severalinnovations were implemented: loading ofagarose gels (first with two and then threeloadings), increasing numbers of wells percomb (first 30-well and then 42-well combswere used), use of 384-well PCR plates andmultipipetor loading of gels. The resultingsavings decreased the time to PCR amplifyand load a gel by approximately 50 percentand increased the number of genotypes runper gel by 225 percent.The rapid increase in efficiency obtainedduring the application of the ROC11marker shows the advantages of testingnew markers in practical breeding programmes. The use and advantages of thesemolecular markers has been presented atan Organization of American States-sponsored course in Colombia given in 2002and a Rockefeller Foundation-sponsoredcourse in Uganda given in 2003. Based onthis programme and the training courses,MAS for BCMV genes was initiated aspart of a recently approved Associationfor Strengthening Agricultural Research inEastern and Central Africa (ASARECA)project for three countries in eastern Africaand

habits (Van Schoonhoven and Pastor-Corrales, 1987), from determinate bush types, to indeterminate upright or viny bush types, to vigorous climbers. Bush types are the most widely grown, and are a relatively short season crop, maturing in as little as 60 days from seeding

Related Documents:

PANASONIC LASER MARKING SYSTEMS. 03 LP-100 CO 2 Laser Marker LP-200 CO Laser Marker LP-F FAYb Laser Marker LP-D Diode Laser Marker LP-300 CO Laser Marker LP-V FAYb Laser Marker 1996 1999 2001 2003 2004 LP-400 Laser Marker LP-G FAYb Laser Marker LP-Z FAYb Laser Marker

Part One: Heir of Ash Chapter 1 Chapter 2 Chapter 3 Chapter 4 Chapter 5 Chapter 6 Chapter 7 Chapter 8 Chapter 9 Chapter 10 Chapter 11 Chapter 12 Chapter 13 Chapter 14 Chapter 15 Chapter 16 Chapter 17 Chapter 18 Chapter 19 Chapter 20 Chapter 21 Chapter 22 Chapter 23 Chapter 24 Chapter 25 Chapter 26 Chapter 27 Chapter 28 Chapter 29 Chapter 30 .

TO KILL A MOCKINGBIRD. Contents Dedication Epigraph Part One Chapter 1 Chapter 2 Chapter 3 Chapter 4 Chapter 5 Chapter 6 Chapter 7 Chapter 8 Chapter 9 Chapter 10 Chapter 11 Part Two Chapter 12 Chapter 13 Chapter 14 Chapter 15 Chapter 16 Chapter 17 Chapter 18. Chapter 19 Chapter 20 Chapter 21 Chapter 22 Chapter 23 Chapter 24 Chapter 25 Chapter 26

medial and lateral epicondyles of the knee. Instead, the locations of these markers were determined from a cali-bration trial. Two marker sets were used: an anatomical marker set and a measured marker set (Figure 3), which were modiied versions of the Cleveland Clinic marker set . Figure 3 — Anatomical marker set (A) and measured marker

etc. Some hybrid machining processes, such as ultrasonic vibration-assisted [2], induction-assisted [3], LASER-assisted [4], gas-assisted [5] and minimum quantity lubrication (MQL)-assisted [6,7] machining are used to improve the machinability of those alloys. Ultrasonic-assisted machining uses ultrasonic vibration to the cutting zone [2]. The

DEDICATION PART ONE Chapter 1 Chapter 2 Chapter 3 Chapter 4 Chapter 5 Chapter 6 Chapter 7 Chapter 8 Chapter 9 Chapter 10 Chapter 11 PART TWO Chapter 12 Chapter 13 Chapter 14 Chapter 15 Chapter 16 Chapter 17 Chapter 18 Chapter 19 Chapter 20 Chapter 21 Chapter 22 Chapter 23 .

Genomic Selection (Genome-wide Marker Assisted Selection) 1. Reference Population 3. Genomic Selection 2. Data Analysis 4. Selected Animals Animals with genotypic and phenotypic information - QC and data processing - Prediction model: Young animals (selection candidates) Prediction of genetic merit using marker information Superior animals

assisted liposuction, vaser-assisted liposuction, external ultrasound-assisted liposuction, laser-assisted liposuction, power-assisted liposuction, vibro liposuction (lipomatic), waterjet assisted and J-plasma liposuction. This standard sets out the requirements for the provision of Liposuction service. Liposuction