Skip to main content
Log in

An SSR-based molecular genetic map of cassava

  • Published:
Euphytica Aims and scope Submit manuscript

Summary

Microsatellites or simple sequence repeats (SSR) are the markers of choice for molecular genetic mapping and marker-assisted selection in many crop species. A microsatellite-based linkage map of cassava was drawn using SSR markers and a F2 population consisting of 268 individuals. The F2 population was derived from selfing the genotype K150, an early yielding genotype from an F1 progeny from a cross between two non-inbred elite cassava varieties, TMS 30572 and CM 2177-2 from IITA and CIAT respectively. A set of 472 SSR markers, previously developed from cassava genomic and cDNA libraries, were screened for polymorphism in K150 and its parents TMS 30572 and CM 2177-2. One hundred and twenty two polymorphic SSR markers were identified and utilized for linkage analysis. The map has 100 markers spanning 1236.7 cM, distributed on 22 linkage groups with an average marker distance of 17.92 cM. Marker density across the genome was uniform. This is the first SSR based linkage map of cassava and represents an important step towards quantitative trait loci mapping and genetic analysis of complex traits in M. esculenta species in national research program and other institutes with minimal laboratory facilities. SSR markers reduce the time and cost of mapping quantitative trait loci (QTL) controlling traits of agronomic interest, and are of potential use for marker-assisted selection (MAS).

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Akkaya, M.S., A.A. Bhagwat & P.B. Cregan, 1992. Length polymorphisms of simple sequence repeat DNA in soybean. Genetics 132: 1131–1139.

    PubMed  CAS  Google Scholar 

  • Akkaya, M.S., R.C. Shoemaker, J.E. Specht, A.A. Bhagwat & P.B. Cregan, 1995. Integration of simple sequence repeat DNA markers into a soybean linkage map. Crop Sci 35: 1439–1445.

    Article  CAS  Google Scholar 

  • Allard, R.W., 1988: Genetic changes associated with the evolution of adaptedness in cultivated plants and their wild progenitors. J Hered 79: 225–238.

    PubMed  CAS  Google Scholar 

  • Awoleye, F., M. Van Duren, J. Dolezel & F.J. Novak, 1994. Nuclear DNA content and in vitro induced somatic polyploidization (Manihot esculenta Crantz) cassava breeding. Euphytica 76: 195–202.

    Article  CAS  Google Scholar 

  • Bennet, M.D., J.B. Smith & J.S. Heslop-Harrison, 1992. Nuclear DNA amounts in Angiosperms. Proc R Soc London Ser B 216: 179–-199.

    Article  Google Scholar 

  • Berloo, R. & P. Stam, 1998. Marker assisted selection in autogamous RIL populations: a simulation study. Theor Appl Genet 96: 147–154.

    Article  Google Scholar 

  • Best, R. & G. Henry, 1992. Cassava: towards the year 2000. In International network for cassava genetic resources. Report of the first meeting of the International Network for Cassava Genetics International Crop Network Series number 10. International plant Genetic resources institute (IPGRI). 10: 3–11.

  • Bryne, M., J.C. Murrell, J.V. Owen, A. Kriedemann, E.R. Williams & G.F. Moran, 1997. 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 

  • Castiglioni, P., P. Ajmone-Marsan, R. Van Wijk & M. Motto, 1999. AFLP markers in amolecualr linkage map of maize: codominant scoring and linkage group distribution. Theor Appl Genet 99: 425–431.

    Article  CAS  Google Scholar 

  • Ceballos, H., C.A. Iglesias, J.C. Perez & A.G.O. Dixon, 2004. Cassava breeding: opportunities and challenges. Plant Molecular Biology 56: 503–516.

    Article  PubMed  CAS  Google Scholar 

  • Churchill, G.A. & R.W. Doerge, 1994. Empirical threshold values for quantitative trait mapping. Genetics 138: 963–971.

    PubMed  CAS  Google Scholar 

  • Cock, J.H., 1985. Cassava:new potential for a neglected crop. Westview press, Boulder Colorado USA.

    Google Scholar 

  • Dellarporta, S.L., J. Wood & J.R. Hicks, 1983. A plant DNA minipreparation: version II. Plant Mol Biol Rep 1: 19–21.

    Google Scholar 

  • Dettori, M.T., R. Quarta & I. Verde, 2001. A peach linkage map integrating RFLPs, SSRs, RAPDs, and morphological markers. Genome 44: 783–-790.

    Article  PubMed  CAS  Google Scholar 

  • Doege, R.W., 1993: Statistical methods for locating quantitative trait loci with molecular markers. PhD dissertation. North Carolina State University.

  • Eck van, H.J., J.M.E. Jacobs, P. Stam, J. Ton, W.J. Stiekema & E. Jacobsen, 1994. Multiple alleles for tuber shape in diploid potato detection by qualitative and quantitative genetic analysis using RFLPs. Genetics 137: 303–309.

    PubMed  CAS  Google Scholar 

  • El-Sharkawy, M.A. & J.H. Cock, 1990. Photosynthesis of cassava (Manihot esculenta). Expl Agric 26: 325–340.

    CAS  Google Scholar 

  • Fregene, M., E. Okogbenin, C. Mba, F. Angel, M.C. Suarez, J. Guttierez, P. Chavarriaga, W. Roca, M. Bonierbale & J. Tohme, 2001. Genome mapping in cassava improvement: Challenges, achievements and opportunities. Euphytica 120:159–165.

    Article  CAS  Google Scholar 

  • Fregene, M., F. Angel, R. Gomez, F. Rodriguez, P. Chavariaga, W. Roca, J. Tohme & M. Bonierbale, 1997. A molecular genetic map of cassava. Theor Appl Genet 95: 431–441.

    Article  CAS  Google Scholar 

  • Grattapaglia, D., F.L.G. Bertolicci & R. Sederoff, 1995. Genetic mapping of QTLs controlling vegetative propagation in Eucalyptus grandis and E. urophylla using a pseudo-testcross mapping strategy and RAPD markers. Theor Appl Genet 90: 933–947

    Article  CAS  Google Scholar 

  • Grattapaglia, D. & R. Sederoff, 1994. Genetic linkage maps of Eucalyptus grandis and E. urophylla using a pseudo-testcross mapping strategy and RAPD markers. Genetics 137: 1121–1137.

    PubMed  CAS  Google Scholar 

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

    PubMed  CAS  Google Scholar 

  • Gruneberg, J.B., 1938. An analysis of the pleiotropic effects of a new lethal mutation in the rat (Mus norvegicus). Proc R Soc Lond B 125: 123–144.

    Google Scholar 

  • Hamwieh, A., S.M. Udupa, W. Choumane, A. Sarker, F. Dreyer, C. Jung & M. Baum, 2005. A genetic linkage map of Lens sp. Based on microsatellite and AFLP markers and the localization of fusarium vascular kilt resistance. Theor Appl Gent 110: 669–677.

    Article  CAS  Google Scholar 

  • Hanley, S., J.H.A. Barrer, J.W. Van Ooijen, C. Aldam, S.L. Harris, I. Ahman, S. Larsson & A. Kart, 2002. A genetic linkage map of willow (Salix viminalis) based on two Lycopersicon esculentum x L. pennellii F2 populations. Theor Appl Genet 99: 254–271.

    Google Scholar 

  • Jarret, R.L. & N. Bowen, 1994. Simple sequence repeats (SSRs) for sweet potato germplasm characterization. Plant Genet Res Newslet 100: 9–11.

    Google Scholar 

  • Jorge, V., M. Fregene, C.M. Velez, M.C. Duque, J. Tohme & V. Verdier, 2001. QTL analysis of field resistance to Xanthomonas axonopodis pv manihotis in cassava Theor. Appl Genet 102: 564–571.

    Article  Google Scholar 

  • Jorge, V., M.A. Fregene, M.C. Duque, M.W. Bonierbale, J. Tohme & Verdier, 2000. Genetic mapping of resistance to bacterial blight disease in cassava (Manihot esculenta Crantz). Theor Appl Genet 101: 865–872.

    Article  CAS  Google Scholar 

  • Kawano, K., 1990. Harvest index and evolution of major food crop cultivars in the tropics. Euphytica 46: 195–202.

    Article  Google Scholar 

  • Kosambi, D.D., 1944. The estimation of map distances from recombination values. Ann Eugen 12: 172–175.

    Google Scholar 

  • Kubisiak, T.L., C.D. Nelson, W.L. Nance & M. Stine (1995). RAPD linkage mapping in a longleaf pine x slash pine F1 family. Theor appl Genet 90:1119–1127.

    Article  CAS  Google Scholar 

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

    PubMed  CAS  Google Scholar 

  • Lander, E.S., P. Green, J. Abraham, A. Barlow, M.J. Daly, S.E. Lincoln & L. Newburg, 1987. MAPMAKER: an interactive computer package for constructing primary genetic linkage maps of experimental and natural populations. Genomics 1: 174–181.

    Article  PubMed  CAS  Google Scholar 

  • Liebhard, R., L. Gianfrancesschi, B. Koller, C.D. Ryder, R. Tarchini, E. Van de Weg & C. Gessler, 2002. Development and characterization of 140 new microsatellites in apple (Malus x domestica Borkh). Mol Breed 10: 217–241.

    Article  CAS  Google Scholar 

  • Lin, S.Y., T. Sasa & M. Yano, 1998. Mapping quantitative trait loci controlling seed dormancy and heading date in rice, Oryza sativa, using backcross inbred lines. Theor Appl Genet 96: 997–1003.

    Article  CAS  Google Scholar 

  • Mann, C., 1997. Reseeding the green revolution. Science 277: 209 –220.

    Google Scholar 

  • Mba, R.E.C., P. Stephenson, K. Edwards, S. Melzer, J. Mkumbira, U. Gullberg, K. Apel, M. Gale, J. Tohme & M. Fregene, 2001. Simple sequence repeat (SSR) markers survey of the cassava (Manihot esculenta Crantz) genome:towards an SSR-based molecular genetic map of cassava. Theor Appl Genet 102: 21–31.

    Article  CAS  Google Scholar 

  • Mogante, M., & A.M. Olivieri, 1993. PCR-amplified microsatellite markers in plant genetics. Plant J 3: 393–427.

    Article  Google Scholar 

  • Murranty, H., 1996. Power of tests for quantitative trait loci detection using full sib families in different schemes. Heredity 76:156–165.

    Google Scholar 

  • Nweke, F.I., A.G.O. Dixon, R. Asiedu & S.A. Folayan, 1994. Cassava varietal needs of farmers and potential for production growth in Africa. COSCA working paper 10.

  • Okogbenin, E. & M. Fregene, 2002. Genetic and QTL mapping of early root bulking in an F1 mapping population of non-inbred parents in cassava (Manihot esculenta Crantz). Theor Appl Genet 106: 58–66.

    PubMed  CAS  Google Scholar 

  • Okogbenin, E., & M. Fregene, 2003. Genetic mapping of QTLs affecting productivity and plant architecture in a full-sib cross from non-inbred parents in cassava (Manihot esculenta Crantz). Theor Appl Genet 107: 1452–1462.

    Article  PubMed  CAS  Google Scholar 

  • Olsen, K.M., & B.A. Schaal, 2001. Microsatellite variation in cassava (Manihot esculenta, Euphorbiacea) and its wild relatives: further evidence for a southern Amazonian origin of domestication. American Journal of Botany 88(1): 131–142.

    Article  PubMed  Google Scholar 

  • Patterson, A.H., E.S. Lander, J.D. Hewitt, S. Peterson, S.E. Lincoln & S.D. Tanksley, 1988. Resolution of quantitative traits into Medelian factors, using a complete linkage map of restriction length polymorphisms. Nature 335: 721–726.

    Article  Google Scholar 

  • Patterson, A.H., S. Damon, J.D. Hewitt, D. Zamir, H.D. Rabinowitch, S.E. Lincoln, E.S. Lander & S.D. Tanksley, 1991. Mendelian factors underlying quantitative traits in tomato:comparison across species, generations and environments. Genetics 127: 181– 197.

    Google Scholar 

  • Plaschke, J., M.W. Ganal, & M.S. Roder, 1995. Detection of genetic diversity in closely related bread wheat using microsatellite markers Theor. Appl Genet 91: 1001–1007.

    CAS  Google Scholar 

  • Rector, B.G., J.N. All, W.A. Parott, & H.R. Boerma, 1998. Identification of molecular markers linked to quantitative trait loci for soybean resistance to corn earworm. Theor Appl Genet 96: 786–790.

    Article  CAS  Google Scholar 

  • Roa, A.C., P. Chavarriaga-Aguirre, M.C. Duque, M.M. Maya, M.W. Bonierbale, C. Iglesias & J. Tohme, 2000. Cross-species amplification of cassava (Manihot esculenta) (Euphorbiaceae) microsatellites: allelic polymorphism and degree of relationship. Am J Bot 87: 1647–1655.

    Article  PubMed  CAS  Google Scholar 

  • Roder, M.S., J. Plaschke, S.U. Konig, A. Borner, M.E. Sorrels, S.D., Tanksley & M.W. Ganal, 1995. Abundance, variability and chromosomal location of microsatellites in wheat. Mol Gen Genet 246: 327–333.

    Article  PubMed  CAS  Google Scholar 

  • Rongwen, J., M.S. Akkaya, A.A. Bhagwat, U. Lavi, & P.B. Cregan, 1995. The use of microsatellite DNA markers for soybean genotype identification. Theor Appl Genet 90: 43–48.

    Article  CAS  Google Scholar 

  • SAS Institute Inc, 1996. SAS/STAT software:changes and enhancement for release 6.12, Cary, NC: SAS Institute Inc. 158pp.

  • Senior, M.L., & M. Heun, 1993. Mapping maize microsatellites and polymerase chain reaction confirmation of the targeted repeats using a CT primer. Genome 36: 884–889.

    Article  PubMed  CAS  Google Scholar 

  • Shapiro, S.S. & M.B. Wilk, 1965. An analysis of variance for normality (complete samples). Biometrika 52: 591–611.

    Google Scholar 

  • Spickett, S.G. & J.M. Thoday, 1966: Regular responses to selection 3. Interaction between located polygenes. Genet Res 7: 96–121.

    CAS  Google Scholar 

  • Titterington, D.M., A.F.M. Smith & U.E. Makov, 1985. Statitical analysis of finite mixture distributions. John Wiley and sons. N.Y.

    Google Scholar 

  • Udupa, S.M., L.D. Robertson, F. Weigand, M. Baum & G. Kahl, 1999. Allelic variation at (TAA)n microsatellite loci in a world collection of chickpea (Cicer arietinum L.) germplasm. Mol Gen Genet 261: 354–363.

    Article  PubMed  CAS  Google Scholar 

  • Winter P, T. Pfaff, S.M. Udupa, B. Huttel, P.C. Sharma, S. Sahi, R. Arreguin-Espinoza, F. Weigand, F.J. Muehlbauer & G. Kahl, 1999. Characterization and mapping of sequence-tagged microsatellite sites in the chickpea (Cicer arietinum L) genome. Mol Gen Genet 262: 90–101.

    Article  PubMed  CAS  Google Scholar 

  • Xu, Y., L. Zhu, J. Xiao, N. Huang, & S.R. McCouch, 1997. Chromosomal regions associated with segregation distortion of molecular markers in F2, backcross, double-haploid, and recombinant inbred populations in rice (Oryza sativa L.). Mol Gen Gent 253: 535–545.

    CAS  Google Scholar 

  • Yan, Z., A. Denneboom Hattendorf, O. Dolstra, T. Debener, P. Stam & P.B. Visse, 2005. Construction of an integrated map of rose with AFLP, SSR, PK, RGA, RFLP, SCAR and morphological markers. Theor Appl Genet 110: 766–777.

    Article  PubMed  CAS  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to M. Fregene.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Okogbenin, E., Marin, J. & Fregene, M. An SSR-based molecular genetic map of cassava. Euphytica 147, 433–440 (2006). https://doi.org/10.1007/s10681-005-9042-y

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10681-005-9042-y

Key words

Navigation