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QTL associations for density and diameter in Pinus radiata and the potential for marker-aided selection

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Abstract

A large full-sib family of radiata pine (Pinus radiata Donn. ex D. Don) was used for quantitative trait locus (QTL) detection and independent verification. QTL detection experiments were carried out for juvenile wood density (JWD) and stem diameter at breast height (DBH) using selective genotyping. Evenly spaced RFLP and microsatellite markers were selected from an existing linkage map. QTLs were verified in an independent set of progeny from the same family. Based on map location, at least eight QTL positions for JWD and two for DBH were detected and verified. The percent variance accounted for by the markers ranged from 0.78% to 3.58%, suggesting a genomic architecture of many genes with small effect. Two unrelated “bridging” families were chosen as candidates for marker-aided selection (MAS), and six microsatellite markers showing an association with JWD or DBH were tested in these families. Of these, four markers showed a consistent association with JWD in one or both of the bridging families. Results from this study provide a basis for MAS in P. radiata.

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References

  • Beavis WD (1995) The power and deceit of QTL experiments: lessons from comparative QTL studies. Proceedings of the 49th Annual Corn and Sorghum Industrial Research Conference 1994

    Google Scholar 

  • Beavis WD (1998) QTL analysis: power, precision and accuracy. In: Paterson AH (ed) Molecular dissection of complex traits. CRC Press, Boca Raton pp 145–162

  • Burdon RD, Low CB (1992) Genetic survey of Pinus radiata 6: Wood properties: variation, heritabilities, and interrelationships with other traits. NZ J For Sci 22:228–245

    Google Scholar 

  • Bradshaw HD, Forster GS (1992) Marker-aided selection and propagation systems in trees: advantages of cloning for studying quantitative inheritance. Can J For Res 22:1044–1049

    Google Scholar 

  • Byrne M, Murrell JC, Owen JV, Kriedemann P, Williams ER, Moran GF (1997a) Identification and mode of action of quantitative trait loci affecting seedling height and leaf area in Eucalyptus nitens. Theor Appl Genet 94:674–681

    Article  Google Scholar 

  • Byrne M, Murrell JC, Owen JV, Williams ER, Moran GF (1997b) Mapping of quantitative trait loci influencing frost tolerance in Eucalyptus nitens. Theor Appl Genet 95:975–979

    CAS  Google Scholar 

  • Carson SD, Djorovic N, Djorovic A, Wilcox P, Ball R (2003a) Simulation of QTL detection and MAS for quantitative traits I: Impact of population size, underlying genetic structure, and methods of choosing markers. Genetics (in press)

  • Carson SD, Djorovic N, Djorovic A, Wilcox P, Carson M, Ball R (2003b) Simulation of QTL detection and MAS for quantitative traits II: Comparison of gain and selection bias for alternate experimental designs including selective genotyping and map density. Genetics (in press)

  • Cotterill PP, Dean CA (1990) Successful tree breeding with index selection. CSIRO Publications, Australia

  • Darvasi A, Soller M (1992) Selective genotyping for determination of linkage between a marker locus and a quantitative trait locus. Theor Appl Genet 85:353–359

    Google Scholar 

  • Darvasi A, Soller M (1994) Optimum spacing of genetic markers for determining linkage between marker loci and quantitative trait loci. Theor Appl Genet 89:351–357

    Google Scholar 

  • Darvasi A, Weinreb A, Minke V, Weller JI, Soller M (1993) Detecting marker-QTL linkage and estimating QTL gene effect and map location using a saturated genetic map. Genetics 134:943–951

    CAS  PubMed  Google Scholar 

  • Devey ME, Fiddler TA, Liu B-H, Knapp SJ, Neale DB (1994) An RFLP linkage map for loblolly pine based on a three-generation outbred pedigree. Theor Appl Genet 88:273–278

    CAS  Google Scholar 

  • Devey ME, Bell JC, Smith DN, Neale DB, Moran GF (1996) A genetic linkage map for Pinus radiata based on RFLP, RAPD, and microsatellite markers. Theor Appl Genet 92:673–679

    CAS  Google Scholar 

  • Devey ME, Sewell MM, Uren TL, Neale DB (1999) Comparative mapping in loblolly and radiata pine using RFLP and microsatellite markers. Theor Appl Genet 99:656–662

    CAS  Google Scholar 

  • Devey ME, Bell JC, Uren TL, Moran GF (2002) A set of microsatellite markers for fingerprinting and breeding applications in Pinus radiata. Genome 45:984–989

    Google Scholar 

  • Emebiri LC, Devey ME, Matheson AC, Slee MU (1997) Linkage of RAPD markers to NESTUR, a stem growth index in radiata pine seedlings. Theor Appl Genet 95:119–124

    Article  CAS  Google Scholar 

  • Groover A, Devey M, Fiddler T, Lee J, Megraw R, Mitchel-Olds T, Sherman B, Vujcic S, Williams C, Neale D (1994) Identification of quantitative trait loci influencing wood specific gravity in an outbred pedigree of loblolly pine. Genetics 138:1293–1300

    Google Scholar 

  • Jermstad KD, Bassoni DL, Jech KS, Wheeler NC, Neale DB (2001) Mapping of quantitative trait loci controlling adaptive traits in coastal Douglas-fir. I. Timing of vegetative bud flush. Theor Appl Genet 102:1142–1151

    Article  CAS  Google Scholar 

  • Johnson GR, Wheeler NC, Strauss SH (2000) Financial feasibility of marker-aided selection in Douglas-fir. Can J For Res 30:1942–1950

    Article  Google Scholar 

  • Kerr RJ, Jarvis SF, Goddard ME (1996) The use of genetic markers in tree breeding programs. In: Dieters MJ, Matheson AC, Nikkles DG, Harwood CE, Walker SM (eds) Tree improvement for sustainable tropical forestry. Proc QFRI-IUFRO Conference, Caloundra, October 1996

  • Kumar S, Garrick DJ (2001) Genetic response to within-family selection using molecular markers in some radiata pine breeding schemes. Can J For Res 31:779–785

    Article  Google Scholar 

  • Lander E, Botstein D (1989) Mapping Mendelian factors underlying quantitative traits using RFLP linkage maps. Genetics 121:185–199

    CAS  PubMed  Google Scholar 

  • Lynch M, Walsh B (1998) Genetics and analysis of quantitative traits. Sinauer, Sunderland, Mass.

  • Melchinger AE, Utz HF, Schön CC (1998) Quantitative trait locus (QTL) mapping in different testers and independent population samples in maize reveals low power of QTL detection and large bias in estimates of QTL effects. Genetics 149:383–403

    CAS  PubMed  Google Scholar 

  • Muranty H, Goffinet B (1997) Selective genotyping for location and estimation of the effect of a quantitative trait locus. Biometrics 53:629–643

    Google Scholar 

  • Rebai A, Goffinet B, Mangin B (1995) Comparing power of different methods for QTL detection. Biometrics 51:87–99

    CAS  PubMed  Google Scholar 

  • Sewell MM, Bassoni DL, Megraw RA, Wheeler NC, Neale DB (2000) Identification of QTLs influencing wood property traits in loblolly pine (Pinus taeda L.). I. Physical wood properties. Theor Appl Genet 101:1273-1281

    Google Scholar 

  • Strauss SH, Lande R, Namkoong G (1992) Limitations of molecular-marker-aided selection in forest tree breeding. Can J For Res 22:1050–1061

    CAS  Google Scholar 

  • Wilcox PL, Richardson TE, Carson SD (1997) Nature of quantitative trait variation in Pinus radiata: insights from QTL detection experiments. In: Burdon RD, Moore JM (eds) Proceedings of IUFRO ‘97: Genetics of radiata pine, Rotorua, December 1997. FRI Bull 203, pp. 304–312

  • Wilcox PL, Carson SD, Richardson TE, Ball RD, Horgan GP, Carter P (2001) Benefit-cost analysis of DNA marker-based selection in progenies of Pinus radiata seed orchard parents. Can J For Res 31:2213–2224

    Article  Google Scholar 

  • Zeng ZB (1993) Theoretical basis of separation of multiple linked gene effects on mapping quantitative trait loci. Proc Natl Acad Sci USA 90:10972–10976

    CAS  PubMed  Google Scholar 

  • Zeng ZB (1994) Precision mapping of quantitative trait loci. Genetics 136:1457–1466

    CAS  PubMed  Google Scholar 

  • Zobel BJ, Sprague JR (1998) Juvenile wood in forest trees. Springer, Berlin Heidelberg New York

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Acknowledgements

The QTL detection project reported here continues work initiated as part of the GEENZ Ltd program when S.D.C. was employed by Forest Research. Most of the work for this project was carried out while S.D.C. was employed by Trees & Technology Ltd. We acknowledge Philip Wilcox and John Lee at Forest Research for their contribution to collection and analyses of the wood density data, and David Darling (Rubicon) for his support of the project. Thanks to Merv Shepherd and Mike Cross at Southern Cross University for help with DNA extractions, and Gavin Moran and Harry Wu at CSIRO for helpful reviews of the manuscript.

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Correspondence to M. E. Devey.

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Communicated by D.B. Neale

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Devey, M.E., Carson, S.D., Nolan, M.F. et al. QTL associations for density and diameter in Pinus radiata and the potential for marker-aided selection. Theor Appl Genet 108, 516–524 (2004). https://doi.org/10.1007/s00122-003-1446-2

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