Abstract
Organic (OA) and low-input (LI) farming rely on genotypes with high adaptability that maintain good performance over a broad range of agronomic and environmental conditions. Two synthetic varieties of Brassica oleracea var. italica Plenck (broccoli) were developed from a landrace. Their performance and stability under LI and OA farming conditions were then assessed and compared to a F1 hybrid variety. Identical experiments were carried out over a period of 2 years in three locations in Italy having different management and pedo-climatic conditions. Initially, an analysis of variance, carried out using a linear mixed model (LMM), with “Genotype” (“G”) and “Location” (“L”) as fixed factors and “Year” (“Y”) as a random factor, showed that the “Genotype” effect was significant for days to heading (DH), head number (HN), plant diameter (PD), plant vigour (PV) and plant height (PH). The “L” effect was significant for PD and PV. “G × L” interaction was significant for DH, PV and for yield. To obtain a better understanding of entry performances across years and locations, each location—year combination was considered as “Environment” and the additive main effects and multiplicative interaction analysis was used to dissect the “G × E” interaction. Synthetic varieties had good performances and always had a higher stability than the F1 hybrid. The data discussed in this study suggest that heterogeneous varieties developed from adapted materials are suitable for OA and LI because of their stability.
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Abdurrahim TG, Turkec A, Turan ZM (2002) Determination of some agronomic characteristics and hybrid vigor of new improved synthetic varieties in sunflower (Helianthus annuus L.). Helia 25:119–130
Abush T (2001) Genotype environment interaction in landrace derived advanced lines of Sorghum (Sorghum bicolor L. Moench). Dissertation, Alemaya University of Agriculture, School of Graduate Studies, Alemaya, Ethiopia
Admassu S, Nigussie M, Zelleke H (2008) Genotype-environment interaction and stability analysis for grain yield of maize (Zea mays L.) in Ethiopia. Asian J Plant Sci 7:163–169
Ajibade SR, Ogunbodede BA, Oyejola BA (2003) AMMI analysis of genotype x environment interaction in open pollinated maize varieties evaluated in the major agro-ecologies of Nigeria. In: Badu-Apraku B, Fakorede MAB, Ouedraogo M, Carsky RJ, Menkir A (eds) Maize revolution in West and Central Africa. West and Central Africa Collaborative Maize Research Network, Nigeria, pp 130–141
Alberts MJA (2004) Comparison of statistical methods to describe genotype environment interaction and yield stability in multi-location maize trials. Dissertation, University of the Free State
Allard RW, Bradshaw AD (1964) Implications of genotype-environmental interactions in applied plant breeding. Crop Sci 4:503–508
Almekinders C, Aguilar E, Herrera R (2007) New bean seeds and struggle for their dissemination. LEISA Mag 23(2):14–16
Altieri MA, Merrick LC (1987) In situ conservation of crop genetic resources through maintenance of traditional farming systems. Econ Bot 4(1):86–96
Annicchiarico P (2002) Genotype environment interactions-challenges and opportunities for plant breeding and cultivar recommendation. Food and Agriculture Organization (FAO), Rome
Beck DL, Betrán FJ, Bänziger M, Willcox M, Edmeades GO (1996) From landrace to hybrid: strategies for the use of source populations and lines in the development of drought-tolerant cultivars. In: Edmeades GO, Bänziger M, Mickelson HR, Peña-Valdivia CB (eds) Developing drought- and low N-tolerant maize. Proceedings of a symposium, March 25–29, 1996, CIMMYT, El Batán, Mexico, pp 369–382
Becker HC, Léon J (1988) Stability analysis in plant breeding. Plant Breed 101:1–23
Berardo N, Gnocchi G, Pecetti L, Piano E, Rotili P, Scotti C (1996) Research activity on Medicago spp. at the “Istituto Sperimentale per le Colture Foraggere” Lodi-Italy. Cah Options Mediterr 18:11–22
Blumenthal EWR, Barlow C, Wrigley W (1993) Growth environment and wheat quality: the effect of heat stress on dough properties and gluten proteins. J Cereal Sci 18:3–21
Campbell CA, Davidson HR, Winkelman GE (1981) Effect of nitrogen, temperature, growth stage and duration of moisture stress on yield components and protein content of Manitou spring wheat. Can J Plant Sci 61:549–563
Ceccarelli S (1994) Specific adaptation and breeding for marginal conditions. Euphytica 77:205–219
Ceccarelli S, Grando S, van Leur JAG (1987) Genetic diversity in barley landraces from Syria and Jordan. Euphytica 56:169–185
Ceccarelli S, Grando S, Hamblin J (1992) Relationship between barley grain yield measured in low- and high-yielding environments. Euphytica 64:49–58
Ciancaleoni S, Raggi L, Negri V (2014) Genetic outcomes from a farmer-assisted landrace selection programme to develop a synthetic variety of broccoli. Plant Genet Res 1–4 doi:10.1017/S1479262113000592
Ciancaleoni S, Chiarenza GL, Raggi L, Branca F, Negri V (2014b) Diversity characterisation of broccoli landraces for their on-farm (in situ) safeguard and use in breeding programs. Genet Res Crop Evol 61:451–464
Falcinelli M, Torricelli R (2004) A new variety of Luzerne for Italian organic farming. In: Proceeding of the first world conference on organic seed. FAO, Rome, pp 185–186
FAOSTAT (2011) http://faostat3.fao.org/home/index.html. Accessed 24 June 2013
Fehr WR (1987) Principles of cultivar development. Volume 1: theory and technique. Macmillan Publishing Company Inc., New York
Fess TL, Kotcon JB, Benedito VA (2011) Crop breeding for low input agriculture: a sustainable response to feed a growing world population. Sustainability 3:1742–1772
Ghaouti L, Vogt-Kaute W, Link W (2008) Development of locally-adapted faba bean cultivars for organic conditions in Germany through a participatory breeding approach. Participatory breeding of faba bean for organic conditions. Euphytica 162:257–268
Hammer K, Gladis TH (2001) Nutzung genetischer ressourcen—ökologischer wert der biodiversität schriften genetik resourcen, vol 16. Zadi, Bonn
Hothorn T, Bretz F, Westfall P (2008) Simultaneous inference in general parametric models. Biom J 50(3):346–363
IFOAM (2005) The IFOAM norms for organic production and processing version 2005, IFOAM, Bonn, Germany, 2005. http://www.ifoam.org/about_ifoam/standards/norms.html. Accessed 10 May 2013
ISTAT (2011). http://agri.istat.it/sag_is_pdwout/jsp/NewDownload.jsp?id=15A|35A|41A|18A|28A&anid=2011. Accessed 24 June 2013
Jenner CF (1991) Effects of exposure of wheat ears to high temperature on dry matter accumulation and carbohydrate metabolism in the grain of two cultivars. II. Carry-over effects. Aust J Plant Physiol 18:179–190
Kaya Y, Palta C, Taner S (2002) Additive main effects and multiplicative interactions analysis of yield performance in bread wheat genotypes a cross environments. Turk J Agric 26:275–279
Koutis K, Mavromatis AG, Baxevanos D, Kuotsika-Sotiriou M (2012) Multienvironmental evaluation of wheat landraces by GGE biplot analysis for organic breeding. J Agric Sci 3(1):66–74
Kutka F (2011) Open-pollinated versus hybrid maize cultivars. Sustainability 3:1531–1554
Lakew B, Semeane Y, Alemayehu F, Gebre H, Grando S, Vanleur JAG, Ceccarelli S (1997) Exploiting the diversity of barley landraces in Ethiopia. Genet Res Crop Evol 44:109–116
Lammerts van Bueren ET, van Soest LJM, de Groot EC, Boukema IW, Osman AM (2005) Broadening the genetic base of onion to develop better-adapted varieties for organic farming systems. Euphytica 146:125–132
Lammerts van Bueren ET, Jones SS, Tamm L, Murphy KM, Myers JR, Leifert C, Messmer MM (2011) The need to breed crop varieties suitable for organic farming, using wheat, tomato and broccoli as examples: a review. NJAS 58:193–205
Löschenberger F, Fleck A, Grausgruber H, Hetzendorfer H, Hof G, Lafferty J, Marn M, Neumayer A, Pfaffinger G, Birschitzky J (2008) Breeding for organic agriculture: the example of winter wheat in Austria. Euphytica 163:469–480
Moghaddam MJ, Pourdad SS (2011) Genotype x environment interaction and simultaneous selection for high oil yield and stability in rainfed warm areas rapeseed (Brassica napus L.) from Iran. Euphytica 180:321–335
Murphy K, Lammer D, Lyon S, Carter B, Jones SS (2005) Breeding for organic and low-input farming systems: an evolutionary-participatory breeding method for inbred cereal grains. Renew Agric Food Syst 20:48–55
Negri V, Maxted N, Vetelainen M (2009) European landrace conservation: an introduction. In: Vetelainen M, Negri V, Maxted N (eds) European landraces: on-farm conservation, management and use. Bioversity technical bulletin No. 15, Bioversity International, Bioversity International publ., Rome, Italy, pp 1-22 ISBN 978-92-9043-805-2
Negri V, Pacicco L, Bodesmo M, Torricelli R (2013) The first Italian inventory of in situ maintained landraces. ISBN 978-88-6074-279-7
Onofri A, Ciriciofolo E (2007) Using R to perform the AMMI analysis on agriculture variety trials. R News 7(1):14–19
Paliwal RL, Smith ME (2002) Tropical maize: innovative approaches for sustainable productivity and production increases. In: Kang MS (ed) Crop improvement: challenges in the twenty first century. Food products press, Haworth press, Binghamton, New York
Pinheiro J, Bates D (2000) Mixed-effects models in S and S-Plus. Springer, New York
Polegri L, Negri V (2010) Molecular markers for promoting agro-biodiversity conservation: a case study from Italy. How cowpea landraces were saved from extinction. Genet Resour Crop Evol 57:867–880
R Development Core Team (2013) R: a language and environment for statistical computing. R Foundation for statistical computing, Vienna, Austria. Retrieved from http://www.R-project.org
Rao SC, Dao TH (1994) Straw quality of 10 wheat cultivars under conventional and no-till systems. J Agron 86:833–837
Rigby D, Caceres D (2001) Organic farming and the sustainability of agricultural systems. Agr Syst 68:21–40
Shukla G (1972) Some statistical aspects of partitioning genotype-environmental components of variability. Heredity 29:237–245
Simmonds NW (1991) Selection for local adaptation in a plant breeding programme. Theor Appl Genet 82:363–367
SINAB (2011) Bio in cifre. http://www.sinab.it/share/img_lib_files/1966_bio-in-cifre-2011-pubblicazione.pdf. Accessed 24 June 2013
Smith SE (2004) Breeding synthetic cultivars. In: Goodman RM (ed) Encyclopedia of plant and crop science. Rutgers University, New Brunswick, NJ
Sneller CH, Norquest LK, Dombek D (1997) Repeatability of yield stability statistics in soybean. Crop Sci 37:383–390
Stagnari F, Onofri A, Codianni A, Pisante A (2013) Durum wheat varieties in N-deficient environments and organic farming: a comparison of yield, quality and stability performances. Plant Breed 132:266–275
Sthapit BR, Silwal S, Gyawali S, Upadhyay MP, Jarvis DI (2010) Participatory plant breeding as a strategy for supporting the assessment, access, use and benefit of traditional crop genetic diversity in the farmer’s production system: overview and the case of the Mansara rice (Oryza sativa L.) landrace in Nepal. Breeding for resilience: a strategy for organic and low-input farming systems? Proceeding of EUCARPIA 2nd Conference of the organic and low-input agriculture section, Paris, France, 1–3 December 2010, pp 15–16
Taye G, Getachew T, Bejiga G (2000) AMMI adjustment for yield estimate and classification of genotypes and environments in field pea (Pisum sativum L.). J Genet Breed 54:183–191
Torricelli R, Russi L, Stella I, Falcinelli M (2009) An Italian three year project for seed production in organic farming. Collected Papers of the 1st IFOAM international conference on organic animal and plant breeding, August 25–28, 2009 Santa Fe, New Mexico. pp 92–100
Vaz Patto MC, Moreira PM, Almeida N, Satovic Z, Pego S (2008) Genetic diversity evolution through participatory maize breeding in Portugal. Euphytica 161:283–291
Vollmann J, Menken M (2012) Soybean: Breeding for organic farming systems. In: Lammerts van Bueren ET and Myers JR (eds) Organic crop breeding. Wiley-Blackwell, Oxford, UK, pp 203–214
Willer H, Kilcher L (2011) The world of organic agriculture: statistics and emerging trends 2011. International Federation of Organic Agriculture Movements (IFOAM), Bonn
Wolfe MS, Baresel JP, Desclaux D, Goldringer I, Hoad S, Kovacs G, Löschenberger F, Miedaner T, Østergård H, Lammerts van Bueren ET (2008) Developments in breeding cereals for organic agriculture. Euphytica 163:323–346
Acknowledgments
The research leading to these results was funded by the European Community’s Seventh Framework Programme (FP7/2007-2013) under the Grant Agreement No. 245058 SOLIBAM. Thanks are due to the Agronomy Section of our Department for the climatic data of Perugia.
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Torricelli, R., Ciancaleoni, S. & Negri, V. Performance and stability of homogeneous and heterogeneous broccoli (Brassica oleracea L. var. italica Plenck) varieties in organic and low-input conditions. Euphytica 199, 385–395 (2014). https://doi.org/10.1007/s10681-014-1139-8
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DOI: https://doi.org/10.1007/s10681-014-1139-8