Abstract
Root protein content of elite cassava is very low, largely due to breeder’s selection for other agronomic traits mainly fresh weight yield and disease resistance. Increased protein content in the root of cassava will improve its usefulness as a more complete food source in the developing world. An inter-specific F1 hybrid CW 198 - 11 was earlier developed at International Center for Tropical Agriculture (CIAT), Cali, Colombia by genetic crosses of OW 230 - 1 (FLA 441 - 5) and CW 30–65 (an inter-specific hybrid between an improved cassava variety SG 427 - 87 and an accession of Manihot esculenta ssp flabellifolia (MESCFLAX – 80)). The inter-specific cross was ‘backcrossed’, in the sense of another cross to cassava (MTAI – 8) to generate a B1P2 family with 225 progenies in which major quantitative trait loci (QTL) for root protein in the backcross population of cassava were identified. A linkage map from the female parent of the backcross population was used for QTL detection. A total of three QTL (protg.7, protg.13 and protg.23) controlling protein were identified in three different environments. One QTL was expressed across all three environments. These results demonstrated high broad sense heritability of 61.6% for protein over 2 years, in two different locations. The individual effects of alleles at these QTL explained from 15% to 25% of the phenotypic variance. The consistency of QTL controlling protein across environments reveals their potential for use in marker-assisted recurrent selection.
Similar content being viewed by others
References
Agronomix Software, Inc. and Agrobase 1998 Addendum (2000) Agrobase™, 71Waterloo St. Winnipeg, Manitoba, Canada
Akinbo OA (2008) Introgression of high protein and pest resistance genes from inter-specific hybrids of Manihot esculenta ssp flabellifolia into cassava (Manihot esculenta Crantz) PhD thesis, University of the Free State, Bloemfontain, South Africa. 266p.
Akinbo O, Labuschagne M, Fregene M (2010) Embryo rescue as a method to develop and multiply a backcross population of cassava (M. esculenta Crantz) from an interspecific cross of Manihot esculenta ssp flabellifolia. Afr J Biotechnol 9:7058–7062
Akinbo O, Labuschagne M, Fregene M (2011) Introgression of whitefly (Aleurotrachelus socialis) resistance gene from F1 inter-specific hybrids into commercial cassava. Euphytica 183:19–26
Balyejusa Kizito EB, Rönnberg-Wästiljung A-C, Egwang T, Gullberg U, Fregene M, Westerbergh A (2007) Quantitative trait loci controlling cyanogenic glucoside and dry matter content in cassava (Manihot esculenta Crantz) roots. Hereditas 00:00–00. doi:10.1111/j.2007.0018-0661.01975.x
Benesi IRM, Labuschagne MT, Dixon AGO, Mahungu NM (2004) Genotype X environment interaction effects on native cassava starch quality and potential for starch in the commercial sector. Afr Crop Sci J 12:205–216
Blair MW, Giraldo MC, Buendía HF, Tovar E, Duque MC, Beebe SE (2006) Microsatellite marker diversity in common bean ( Phaseolus vulgaris L.). Theor Appl Genet 113:100–109
Bonierbale M, Iglesias C, Kawano K (1995) Genetic resources management of cassava at CIAT. In: Root and Tuber Crops, Research Council Secretariat of MAFF and National Institute of Agrobiological Resources, Tsukuba, Japan 39–52p.
Burns A, Gleadow R, Cliff J, Zacarias A, Cavagnaro T (2010) Cassava: the drought, war and famine crop in a changing world. Sustain 2:3572–3607
Cach NT, Lenis JI, Pérez JC, Morante N, Calle F, Ceballos H (2005) Inheritance of useful traits in cassava grown in sub-humid conditions. Plant Breed 125:177–182
Ceballos H, Sánchez T, Chávez AL, Iglesias C, Debouck D, Mafla G, Tohme J (2006) Variation in crude protein content in cassava (Manihot esculenta Crantz) roots. J Food Compos Anal 19:589–593
Chávez AL, Sánchez T, Jaramillo G, Bedoya JM, Echeverry J, Bolanos EA, Ceballos H, Iglesias CA (2005) Variation of quality traits in cassava evaluated in landraces and improved clones. Euphytica 143:125–133
Chee W, Elias EM, Anderson JA, Kianian SF (2001) Evaluation of a high grain protein QTL from Triticum turgidum L. var. dicoccoies in an adapted Durum wheat background. Crop Sci 41:295–301
Churchill GA, Doerge RW (1994) Empirical threshold values for quantitative trait mapping. Genetics 138:963–971
Dellarporta SL, Wood J, Hicks JB (1983) A plant DNA minipreparation: version II. Plant Mol Biol Rep 1:19–21
DeVries J, Toenniessen G (2001) Securing the harvest: biotechnology, breeding and seed systems for African crops. Chapter 13: Cassava. CABI Publishing Oxon, UK, pp 147–156
Diasolua Ngudi D, Kuo YH, Lambien F (2002) Food safety and amino acid balance in processed cassava roots “cossettes”. J Agric Food Chem 50:3042–3049
Diasolua Ngudi D, Kuo YH, Lambien F (2003) Cassava cyanogens and free amino acids in raw and cooked leaves. Food Chem Toxicol 41:1193–1197
Dixon AGO, Asiedu R, Bokanga M (1994) Breeding of cassava for low cyanogenic potential: problems, progress and perspective. Acta Horticulture 375:153–161
Fregene M, Angel F, Gomez R, Rodriguez F, Chavarriago P, Roca W, Tohme J, Bonierbale M (1997) A molecular genetic map of cassava (Manihot esculenta Crantz). Theor Appl Genet 95:431–441
Fregene MA, Blair MW, Beebe SE, Ceballos H (2007) Marker-assisted selection in common beans and cassava. In: Marker-assisted selection (MAS) in crops, livestock, forestry and fish: current status and the way forward. FAO Publishing, 471p.
Frisch M, Bohn M, Melchinger AE (1999) Comparison of selection strategies for marker-assisted backcrossing of a gene. Crop Sci 39:1295–1301
Hajjar R, Hodgkin T (2007) The use of wild relatives in crop improvement: A survey of developments over the last 20 years. Euphytica 156:1–13
Hock-Hin Y, Van-Den T (1996) Protein contents, amino acid compositions and nitrogen-to protein conversion factors for cassava roots. J Sci Food Agric 70:51–54
Holding DR, Hunter BG, Chung T, Gibbon BC, Ford CF, Bharti AK, Messing J, Hamaker BR, Larkins BA (2008) Genetic analysis of opaque 2 modifier loci in quality protein maize. Theor Appl Genet 117:157–170
Jorge V, Fregene M, Velez CM, Durque MC, Tohme J, Verdier V (2001) QTL analysis of field resistance to Xanthomonas axonopodis pv. manihotis in cassava. Theor Appl Genet 102:564–571
Kawano K (1980) Cassava. In: Fehr WR, Hadley HH (eds) Hybridization of crop plants. American Society of Agronomy and Crop Science Society of America, Madison, Wisconsin, USA, pp 225–233
Kosambi DD (1944) The estimation of map distance from recombination values. Ann Eugen 12:172–175
Krom M (1980) Spectrophotometric determination of ammonia; a study of modified Bethelot reaction using salicylate and cichloroisicyanurate. The Analyist 105:305–316
Lorieux M (2007) MapDisto, A free user-friendly program for computing genetic maps. Computer demonstration (P958) given at the plant and animal genome XV conference, January 13–17, San Diego, CA URL: http://mapdisto.free.fr/.
Mba REC, Stephenson P, Edwards K, Mezer S, Nkumbira J, Gulberg U, Apel K, Gale M, Tohme J, Fregene MA (2001) Simple sequence repeat (SSR) marker survey of the cassava (Manihot esculenta Crantz) genome: toward a SSR-based molecular genetic map of cassava. Theor Appl Genet 102:21–31
Nassar NMA (2000) Wild cassava, Manihot spp.: Biology and potentialities for genetic improvement. Genet Mol Biol 23(1):201–212
Novozamsky I, Houba VJG, van Eck R, van Vark W (1983) A novel digestion technique for multi-element analysis. Comm Soil Sci Plant Anal 14:239–249
Okogbenin E, Fregene M (2002) Genetic analysis and QTL mapping of early root bulking in an F1 population of non-inbred parents in cassava (Manihot esculenta Crantz). Theor Appl Genet 106:58–66
Okogbenin E, Fregene M (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
Okogbenin E, Marin J, Fregene M (2008) QTL analysis for early yield in a pseudo F2 population of cassava. Afr J Biotechnol 7:131–138
Olsen KM, Schaal BA (1999) Evidence on the origin of cassava: Phylogeography of Manihot esculenta. Proc Natl Acad Sci, USA 96:5586–5591
Panthee DR, Pantalone VR, West DR, Saxton AM, Sams CE (2005) Quantitative trait loci for seed protein and oil concentration, and seed size in soybean. Crop Sci 45:2015–2022
Rector BG, All JN, Parrott WA, Boerma HR (1998) Identification of molecular markers associated with quantitative trait loci for soybean resistance to corn earworm. Theor Appl Genet 96:786–790
Roa AC, Maya MM, Durque MC, Tohme J, Allem AC, Bonierbale MW (1997) AFLP analysis of relationships among cassava and other Manihot species. Theor Appl Genet 95:741–750
SAS Institute Inc (2003) SAS/STAT software: changes and enhancement for release 9.1. SAS Institute Inc, Cary, NC, p 158
Searle PL (1984) The Berthelot or indophenol reaction and its use in the analysis chemistry of nitrogen. The Analyist 109:549–565
Skalar (1995) The SANplus segmented flow analyzer. Soil and Plant Analysis. Skalar Analytical B.V, De Breda, The Netherlands, 70–72p
Śliwka J, Wasilewicz-Flis I, Jakuczun H, Gebhardt C (2008) Tagging quantitative trait loci for dormancy, tuber shape, regularity of tuber shape, eye depth and fresh colour in diploid potato originated from six Solanum species. 127:49–55
Walinga I, van Vark W, Houba VJG, van der Lee JJ (1989) Plant analysis procedures, Part 7. Department of Soil Science and Plant Nutrition, Wageningen Agricultural University, Syllabus 1989, 197–200p
Wang S, Basten CJ, Zeng Z-B (2010) Windows QTL Cartographer 2.5. Department of Statistics, North Carolina State University, Raleigh, NC. (http://stat.ncsu.edu/qtlcart/WQTLCart.htm).
Wassom JJ, Wong JC, Martinez E, King JJ, DeBaene J, Hotchkiss JR, Mikkilineni V, Bohn MO, Rocheford TR (2008) QTL associated with Maize kernel oil, protein, and starch concentrations; Kernel mass; and grain yield in Illinois high oil x B73 backcross-derived lines. Crop Sci 48:243–252
Williams CG (1998) QTL mapping in outbreed pedigrees. In: Patterson AH (ed) Molecular dissection of complex traits. CRC Press LLC, Florida, USA, pp 81–94p
Wydra K, Zinsou V, Jorge V, Verdier V (2004) Identification of pathotypes of Xanthomonas axonopodis pv. Manihotis in Africa and detection of quantitative trait loci and markers for resistance to Bacterial Blight if cassava. Phytopathology 94:1084–1093
Acknowledgements
This research work was supported by a pre-doctoral fellowship granted to CIAT from Rockefeller Foundation. Kirkhouse trust fund and Generation Challenge Programme supported my training in QTL mapping courses at NC State, summer courses.
Author information
Authors and Affiliations
Corresponding author
Additional information
Communicated by: Paul Moore
Rights and permissions
About this article
Cite this article
Akinbo, O., Labuschagne, M.T., Marín, J. et al. QTL Analysis for Root Protein in a Backcross Family of Cassava Derived from Manihot esculenta ssp flabellifolia . Tropical Plant Biol. 5, 161–172 (2012). https://doi.org/10.1007/s12042-012-9095-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12042-012-9095-8