Skip to main content
Log in

QTL mapping for yield and lodging resistance in an enhanced SSR-based map for tef

  • Original Paper
  • Published:
Theoretical and Applied Genetics Aims and scope Submit manuscript

Abstract

Tef is a cereal crop of cultural and economic importance in Ethiopia. It is grown primarily for its grain though it is also an important source of fodder. Tef suffers from lodging that reduces both grain yield and quality. As a first step toward executing a marker-assisted breeding program for lodging resistance and grain yield improvement, a linkage map was constructed using 151 F9 recombinant inbred lines obtained by single-seed-descent from a cross between Eragrostis tef and its wild relative Eragrostis pilosa. The map was primarily based on microsatellite (SSR) markers that were developed from SSR-enriched genomic libraries. The map consisted of 30 linkage groups and spanned a total length of 1,277.4 cM (78.7% of the genome) with an average distance of 5.7 cM between markers. This is the most saturated map for tef to date, and for the first time, all of the markers are PCR-based. Using agronomic data from 11 environments and marker data, it was possible to map quantitative trait loci (QTL) controlling lodging, grain yield and 15 other related traits. The positive effects of the QTL identified from the wild parent were mainly for earliness, reduced culm length and lodging resistance. In this population, it is now possible to combine lodging resistance and grain yield using a marker-assisted selection program targeting the QTL identified for both traits. The newly developed SSR markers will play a key role in germplasm organization, fingerprinting and monitoring the success of the hybridization process in intra-specific crosses lacking distinctive morphological markers.

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.

Fig. 1

Similar content being viewed by others

References

  • Ahmad M, Sorrells ME (2002) Distribution of microsatellite alleles linked to Rht8 dwarfing gene in wheat. Euphytica 123:235–240

    Article  CAS  Google Scholar 

  • Assefa K, Ketema S, Tefera H, Kefyalew T, Chundera F (2000) Trait diversity, heritability and genetic advance in selected germplasm lines of tef [Eragrostis tef (Zucc.) Trotter]. Hereditas 133:29–37

    Article  CAS  PubMed  Google Scholar 

  • Assefa K, Tefera H, Merker A, Kefyalew T, Hundera F (2001) Quantitative trait diversity in tef [Eragrostis tef (Zucc.) Trotter] germplasm from central and northern Ethiopia. Genet Resour Crop Evol 48:53–61

    Article  Google Scholar 

  • Assefa K, Merker A, Tefera H (2002) Qualitative trait variation in tef [Eragrostis tef (Zucc.) Trotter] germplasm from western and southern Ethiopia. Euphytica 127:399–410

    Article  Google Scholar 

  • Ayele M, Nguyen HT (2000) Evaluation of amplified fragment length polymorphism markers in tef, Eragrostis tef (Zucc.) Trotter, and related species. Plant Breed 119:403–409

    Article  CAS  Google Scholar 

  • Bai G, Tefera H, Ayele M, Nguyen HT (1999a) A genetic linkage map of tef [Eragrostis tef (Zucc.) Trotter] based on amplified fragment length polymorphism. Theor Appl Genet 99:599–604

    Article  CAS  Google Scholar 

  • Bai GH, Ayele M, Tefera H, Nguyen HT (1999b) Amplified fragment length polymorphism analysis of tef [Eragrostis tef (Zucc.) Trotter]. Crop Sci 39:819–824

    Article  CAS  Google Scholar 

  • Bai G, Ayele M, Tefera H, Nguyen HT (2000) Genetic diversity in tef [Eragrostis tef (Zucc) Trotter] and its relatives as revealed by Random Amplified Polymorphic DNAs. Euphytica 112:15–22

    Article  CAS  Google Scholar 

  • Bassam B, Caetano-Anollés G, Gresshoff P (1991) Fast and sensitive silver staining of DNA in polyacrylamide gels. Anal Biochem 196:80–83

    Article  CAS  PubMed  Google Scholar 

  • Bertin I, Zhu JH, Gale MD (2005) SSCP-SNP in pearl millet—a new marker system for comparative genetics. Theor Appl Genet 110:1467–1472

    Article  CAS  PubMed  Google Scholar 

  • Börner A, Schumann E, Fürste A, Cöster H, Leithold B, Röder M, Weber W (2002) Mapping of quantitative trait loci determining agronomic important characters in hexaploid wheat (Triticum aestivum L.). Theor Appl Genet 105:921–936

    Article  PubMed  Google Scholar 

  • Brown SM, Hopkins MS, Mitchell SE, Senior ML, Wang TY, Duncan RR, Gonzalez-Candelas F, Kresovich S (1996) Multiple methods for the identification of polymorphic simple sequence repeats (SSRs) in sorghum [Sorghum bicolor (L.) Moench]. Theor Appl Genet 93:190–198

    Article  CAS  Google Scholar 

  • Bryan GJ, Collins AJ, Stephenson P, Orry A, Smith JB, Gale MD (1997) Isolation and characterisation of microsatellites from hexaploid bread wheat. Theor Appl Genet 94:557–563

    Article  CAS  Google Scholar 

  • Cai H, Morishima H (2002) QTL clusters reflect character associations in wild and cultivated rice. Theor Appl Genet 104:1217–1228

    Article  CAS  PubMed  Google Scholar 

  • Caldicott JJB, Nuttall AM (1979) A method for the assessment of lodging in cereal crops. J Natl Inst Agric Bot 15:88–91

    Google Scholar 

  • Chanyalew S, Singh H, Tefera H, Sorrels M (2005) Molecular genetic map and QTL analysis of agronomic traits based on a Eragrostis tef × E-pilosa recombinant inbred population. J Genet Breed 59:53–66

    CAS  Google Scholar 

  • Chen X, Temnykh S, Xu Y, Cho YG, McCouch SR (1997) Development of a microsatellite framework map providing genome-wide coverage in rice (Oryza sativa L.). Theor Appl Genet 95:553–567

    Article  CAS  Google Scholar 

  • DeVicente MC, Tanksley SD (1993) QTL analysis of transgressive segregation in an interspecific tomato cross. Genetics 134:585–596

    CAS  PubMed  Google Scholar 

  • Dida MM, Ramakrishnan S, Bennetzen JL, Gale MD, Devos KM (2007) The genetic map of finger millet, Eleusine coracana. Theor Appl Genet 114:321–332

    Article  CAS  PubMed  Google Scholar 

  • Ellis M, Spielmeyer W, Gale K, Rebetzke G, Richards R (2002) “Perfect” markers for the Rht-B1b and Rht-D1b dwarfing genes in wheat. Theor Appl Genet 105:1038–1042

    Article  CAS  PubMed  Google Scholar 

  • Fishman L, Kelly AJ, Morgan E, Willis JH (2001) A genetic map in the Mimulus guttatus species complex reveals transmission ratio distortion due to heterospecific interactions. Genetics 159:1701

    CAS  PubMed  Google Scholar 

  • Flint-Garcia SA, Jampatong C, Darrah LL, McMullen MD (2003) Quantitative trait locus analysis of stalk strength in four maize populations. Crop Sci 43:13

    Article  CAS  Google Scholar 

  • Gilmour AR, Gogel BJ, Cullis BR, Thompson R (2006) ASReml user guide release 2.0. VSN International Ltd, Hemel Hempstead, UK

    Google Scholar 

  • Hai L, Guo H, Xiao S, Jiang G, Zhang X, Yan C, Xin Z, Jia J (2005) Quantitative trait loci (QTL) of stem strength and related traits in a doubled-haploid population of wheat (Triticum aestivum L.). Euphytica 141:1–9

    Article  CAS  Google Scholar 

  • Hedden P (2003) The genes of the Green Revolution. Trends Genet 19:5–9

    Article  CAS  PubMed  Google Scholar 

  • Holland JB, Nyquist WE, Cervantes-Martinez CT (2003) Estimating and interpreting heritability for plant breeding: an update. Plant Breed Rev 22:9–112

    Google Scholar 

  • Hopman GD (2008) Gluten intake and gluten-free diet in the Netherlands. Department Pediatry, Leiden University Medical Center (LUMC), Leiden University, Leiden

    Google Scholar 

  • Huang HR, Zhou G, Ge XJ, Wei X, Jiang YS, Tang H (2009) Eight polymorphic microsatellite loci for the Chinese medicinal plant Artemisia annua L. (Asteraceae). Conserv Genet 10:593–595

    Article  CAS  Google Scholar 

  • Hundera F, Nelson LA, Baenziger PS, Bechere E, Tefera H (2000) Association of lodging and some morpho-agronomic traits in tef [Eragrostis tef (Zucc.) Trotter]. Trop Agric 77:169–173

    Google Scholar 

  • Ingram AL, Doyle JJ (2003) The origin and evolution of Eragrostis tef (Poaceae) and related polyploids: evidence from nuclear waxy and plastid rps16. Am J Bot 90:116–122

    Article  CAS  Google Scholar 

  • Inoue M, Gao Z, Cai H (2004) QTL analysis of lodging resistance and related traits in Italian ryegrass (Lolium multiflorum Lam.). Theor Appl Genet 109:1576–1585

    Article  CAS  PubMed  Google Scholar 

  • Ishimaru K, Togawa E, Ookawa T, Kashiwagi T, Madoka Y, Hirotsu N (2008) New target for rice lodging resistance and its effect in a typhoon. Planta 227:601–609

    Article  CAS  PubMed  Google Scholar 

  • Jenczewski E, Gherardi M, Bonnin I, Prosperi JM, Olivieri I, Huguet T (1997) Insight on segregation distortions in two intraspecific crosses between annual species of Medicago (Leguminosae). Theor Appl Genet 94:682–691

    Article  Google Scholar 

  • Jiang GM, Sun JZ, Liu HQ, Qu CM, Wang KJ, Guo RJ, Bai KZ, Gao LM, Kuang TY (2003) Changes in the rate of photosynthesis accompanying the yield increase in wheat cultivars released in the past 50 years. J Plant Res 116:347–354

    Article  CAS  PubMed  Google Scholar 

  • Jones ES, Dupal MP, Kölliker R, Drayton MC, Forster JW (2001) Development and characterisation of simple sequence repeat (SSR) markers for perennial ryegrass (Lolium perenne L.). Theor Appl Genet 102:405–415

    Article  CAS  Google Scholar 

  • Kantety RV, Graznak E, Hailu T, Sorrells ME (2001) Comparative mapping in tef. In: Tefera H, Belay G, Sorrells M (eds) Narrowing the rift: tef research and development. Ethiopian Agricultural Research Organization, Addis Ababa, pp 99–107

    Google Scholar 

  • Kashiwagi T, Sasaki H, Ishimaru K (2005) Factors responsible for decreasing sturdiness of the lower part in lodging of rice (Oryza sativa L.). Plant Prod Sci 8:166–172

    Article  Google Scholar 

  • Kashiwagi T, Togawa E, Hirotsu N, Ishimaru K (2008) Improvement of lodging resistance with QTLs for stem diameter in rice (Oryza sativa L.). Theor Appl Genet 117:749–757

    Article  PubMed  Google Scholar 

  • Kelbert AJ, Spaner D, Briggs KG, King JR (2004) The association of culm anatomy with lodging susceptibility in modern spring wheat genotypes. Euphytica 136:211–221

    Article  Google Scholar 

  • Keller M, Karutz C, Schmid JE, Stamp P, Winzeler M, Keller B, Messmer MM (1999) Quantitative trait loci for lodging resistance in a segregating wheat × spelt population. Theor Appl Genet 98:1171–1182

    Article  CAS  Google Scholar 

  • Ketema S (1997) Tef, Eragrostis tef (Zucc.) Trotter. Promoting the conservation and use of under-utilised and neglected crops, vol 18. Institute of Plant Genetics and Crop Plant Research, Gatersleben/International Plant Genetics Resources Institute, Rome

    Google Scholar 

  • Kosambi DD (1944) The estimation of map distances from recombination values. Ann Eugen 12:172–175

    Google Scholar 

  • Ky CL, Barre P, Lorieux M, Trouslot P, Akaffou S, Louarn J, Charrier A, Hamon S, Noirot M (2000) Interspecific genetic linkage map, segregation distortion and genetic conversion in coffee (Coffea sp.). Theor Appl Genet 101:669–676

    Article  CAS  Google Scholar 

  • Li JZ, Huang XQ, Heinrichs F, Ganal MW, Röder MS (2006) Analysis of QTLs for yield components, agronomic traits, and disease resistance in an advanced backcross population of spring barley. Genome 49:454–466

    Article  CAS  PubMed  Google Scholar 

  • Milach SCK, Rines HW, Phillips RL (2002) Plant height components and gibberellic acid response of oat dwarf lines. Crop Sci 42:1147

    Article  CAS  Google Scholar 

  • Moncada P, Martinez CP, Borrero J, Chatel M, Gauch H Jr, Guimaraes E, Tohme J, McCouch SR (2001) Quantitative trait loci for yield and yield components in an Oryza sativa × Oryza rufipogon BC2F2 population evaluated in an upland environment. Theor Appl Genet 102:41–52

    Article  CAS  Google Scholar 

  • Pamidimarri D, Sinha R, Kothari P, Reddy MP (2009) Isolation of novel microsatellites from Jatropha curcas L. and their cross-species amplification. Mol Ecol Resour 9:431–433

    Article  CAS  Google Scholar 

  • Panaud O, Chen X, McCouch SR (1996) Development of microsatellite markers and characterization of simple sequence length polymorphism (SSLP) in rice (Oryza sativa L.). Mol Gen Genet 252:597–607

    CAS  PubMed  Google Scholar 

  • Peng J, Richards DE, Hartley NM, Murphy GP, Devos KM, Flintham JE, Beales J, Fish LJ, Worland AJ, Pelica F (1999) ‘Green revolution’ genes encode mutant gibberellin response modulators. Nature 400:256–261

    Article  CAS  PubMed  Google Scholar 

  • Rafalski JA, Vogel JM, Morgante M, Powell W, Andre C, Tingey SV (1996) Generating and using DNA markers in plants. In: Birren B, Lai E (eds) Analysis of non-mammalian genomes–a practical guide. Academic Press, New York, pp 75–134

    Google Scholar 

  • Rao HS, Basha OP, Singh NK, Sato K, Dhaliwal HS (2007) Frequency distributions and composite interval mapping for QTL analysis in ‘Steptoe’ × ‘Morex’ barley mapping population. Barley Genet Newslett 37:5–20

    Google Scholar 

  • Rosell S, Holmer B (2007) Rainfall change and its implications for belg harvest in south Wollo, Ethiopia. Geogr Ann 89:287–299

    Article  Google Scholar 

  • Rozen S, Skaletsky H (2000) Primer3 on the WWW for general users and for biologist programmers. Methods Mol Biol 132:365–386

    Google Scholar 

  • Saha MC, Cooper JD, Mian MAR, Chekhovskiy K, May GD (2006) Tall fescue genomic SSR markers: development and transferability across multiple grass species. Theor Appl Genet 113:1449–1458

    Article  CAS  PubMed  Google Scholar 

  • Septiningsih EM, Prasetiyono J, Lubis E, Tai TH, Tjubaryat T, Moeljopawiro S, McCouch SR (2003) Identification of quantitative trait loci for yield and yield components in an advanced backcross population derived from the Oryza sativa variety IR64 and the wild relative O. rufipogon. Theor Appl Genet 107:1419–1432

    Article  CAS  PubMed  Google Scholar 

  • Sharopova N, McMullen MD, Schultz L, Schroeder S, Sanchez-Villeda H, Gardiner J, Bergstrom D, Houchins K, Melia-Hancock S, Musket T (2002) Development and mapping of SSR markers for maize. Plant Mol Biol 48:463–481

    Article  CAS  PubMed  Google Scholar 

  • Sim SC, Yu JK, Jo Y, Sorrells ME, Jung G (2009) Transferability of cereal EST-SSR markers to ryegrass. Genome 52:431–437

    Article  CAS  PubMed  Google Scholar 

  • Song QJ, Shi JR, Singh S, Fickus EW, Costa JM, Lewis J, Gill BS, Ward R, Cregan PB (2005) Development and mapping of microsatellite (SSR) markers in wheat. Theor Appl Genet 110:550–560

    Article  CAS  PubMed  Google Scholar 

  • Sorrells ME (1992) Development and application of RFLPs in polyploids. Crop Sci 32:1086

    Article  CAS  Google Scholar 

  • Spaenij-Dekking L, Kooy-Winkelaar Y, Koning F (2005) The Ethiopian cereal tef in celiac disease. N Engl J Med 353:1748–1749

    Article  CAS  PubMed  Google Scholar 

  • Tai TH, Tanksley SD (1990) A rapid and inexpensive method for isolation of total DNA from dehydrated plant tissue. Plant Mol Biol Rep 8:297–303

    Article  Google Scholar 

  • Tavassoli A (1986) The cytology of Eragrostis with special reference to E. tef and its relatives. Ph.D. thesis, Royal Holloway College, University of London, UK

  • Tefera H, Assefa K, Belay G (2003) Evaluation of interspecific recombinant inbred lines of Eragrostis tef × E pilosa. J Genet Breed 57:21–30

    Google Scholar 

  • Tefera H, Belay G, Assefa K (2008) Genetic variation in F2 populations and their potential in the improvement of grain yield in tef (Eragrostis tef). Euphytica 164:105–111

    Article  CAS  Google Scholar 

  • Teklu Y, Tefera H (2005) Genetic improvement in grain yield potential and associated agronomic traits of tef (Eragrostis tef). Euphytica 141:247–254

    Article  Google Scholar 

  • Temnykh S, DeClerck G, Lukashova A, Lipovich L, Cartinhour S, McCouch S (2001) Computational and experimental analysis of microsatellites in rice (Oryza sativa L.): frequency, length variation, transposon associations, and genetic marker potential. Genome Res 11:1441–1452

    Article  CAS  PubMed  Google Scholar 

  • Thomson MJ, Tai TH, McClung AM, Lai XH, Hinga ME, Lobos KB, Xu Y, Martinez CP, McCouch SR (2003) Mapping quantitative trait loci for yield, yield components and morphological traits in an advanced backcross population between Oryza rufipogon and the Oryza sativa cultivar Jefferson. Theor Appl Genet 107:479–493

    Article  CAS  PubMed  Google Scholar 

  • Tinker NA, Mather DE, Rossnagel BG, Kasha KJ, Kleinhofs A, Hayes PM, Falk DE, Ferguson T, Shugar LP, Legge WG (1996) Regions of the genome that affect agronomic performance in two-row barley. Crop Sci 36:1053–1062

    Article  Google Scholar 

  • Van Ooijen JW, Voorrips RE (2001) JoinMap® 3.0, Software for the calculation of genetic linkage maps. Plant Research International, Wageningen, The Netherlands

    Google Scholar 

  • Wang S, Basten CJ, Zeng ZB (2007) Windows QTL Cartographer 2.5. Department of Statistics, North Carolina State University, Raleigh. http://statgen.ncsu.edu/qtlcart/WQTLCart.htm

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

    Article  CAS  PubMed  Google Scholar 

  • Yu J, Sun Q, La Rota M, Edwards H, Tefera H, Sorrells ME (2006a) Expressed sequence tag analysis in tef (Eragrostis tef (Zucc) Trotter). Genome 49:365

    Article  CAS  PubMed  Google Scholar 

  • Yu JK, Kantety RV, Graznak E, Benscher D, Tefera H, Sorrells ME (2006b) A genetic linkage map for tef [Eragrostis tef (Zucc.) Trotter]. Theor Appl Genet 113:1093–1102

    Article  CAS  PubMed  Google Scholar 

  • Yu JK, Graznak E, Breseghello F, Tefera H, Sorrells ME (2007) QTL mapping of agronomic traits in tef [Eragrostis tef (Zucc) Trotter]. BMC Plant Biol 7:13

    Article  Google Scholar 

  • Zane L, Bargelloni L, Patarnello T (2002) Strategies for microsatellite isolation: a review. Mol Ecol 11:1–16

    Article  CAS  PubMed  Google Scholar 

  • Zeid M, Mitchell S, Link W, Carter M, Nawar A, Fulton T, Kresovich S (2009) Simple sequence repeats (SSRs) in faba bean: new loci from Orobanche-resistant cultivar ‘Giza 402’. Plant Breed 128:149–155

    Article  CAS  Google Scholar 

  • Zeid M, Yu J, Goldowitz I, Denton ME, Costich DE, Jayasuriya CT, Saha M, Elshire R, Benscher D, Breseghello F, Munkvold J, Varshney RK, Belay G, Sorrells ME (2010) Cross-amplification of EST-derived markers among sixteen grass species. Field Crops Res. doi:10.1016/j.fcr.2010.03.014

  • Zhang D, Ayele M, Tefera H, Nguyen HT (2001) RFLP linkage map of the Ethiopian cereal tef [Eragrostis tef (Zucc) Trotter]. Theor Appl Genet 102:957–964

    Article  CAS  Google Scholar 

  • Zhang Y, He J, Zhao PX, Bouton JH, Monteros MJ (2008) Genome-wide identification of microsatellites in white clover (Trifolium repens L.) using FIASCO and phpSSRMiner. Plant Methods 4:19

    Google Scholar 

  • Zuber U, Winzeler H, Messmer MM, Keller M, Keller B, Schmid JE, Stamp P (1999) Morphological traits associated with lodging resistance of spring wheat (Triticum aestivum L.). J Agron Crop Sci 182:17–24

    Article  Google Scholar 

Download references

Acknowledgment

The McKnight Foundation’s Collaborative Crop Research Program financed this work through the African Chloridoid Cereals project (Grant No. 06-448).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to M. E. Sorrells.

Additional information

Communicated by H. H. Geiger.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary Table 1 (XLS 90 kb)

Rights and permissions

Reprints and permissions

About this article

Cite this article

Zeid, M., Belay, G., Mulkey, S. et al. QTL mapping for yield and lodging resistance in an enhanced SSR-based map for tef. Theor Appl Genet 122, 77–93 (2011). https://doi.org/10.1007/s00122-010-1424-4

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00122-010-1424-4

Keywords

Navigation