Comparison of different methodologies in order to perform a representative Cynara cardunculus L. core collection
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Abstract
his study was carried out in order to compare different methodologies to select a representative core collection from an initial collection of Cynara cardunculus L. species, using both morphological and molecular markers. The combination of two stratification criteria with three sampling strategies allowed the establishment of six different core collections. The Maximization strategy was applied in order to obtain the seventh one. All the obtained collections were validated through phenotypic and molecular parameters, establishing as an initial criterion that the core collection should include, at most, 35-40 % of the accessions belonging to the original collection. All collections passed molecular validation; nevertheless morphological validation determined that the Proportional sampling strategy is the best to keep the initial variability while retaining the least number of accessions, especially when combined with the first stratification criterion. Although Maximization strategy allowed to preserve the original variability, it retained the largest number of accessions. In conclusion, the combination PrS1 (proportional sampling and first stratification criterion) is the best strategy to perform a representative core collection from a Cynara cardunculus L. initial collection, using both morphological and molecular data.
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Acquadro, A., Lanteri, S., Scaglione, D., Arens, P., Vosman, B. and Portis, E. (2009). Genetic mapping and annotation of genomic microsatellites isolated from globe artichoke. Theoretical and Applied Genetics, 118(8), 1573–1587. doi: 10.1007/s00122-009-1005-6.
Agrama, H. A., Yan, W. G., Lee, F., Fjellstrom, R., Chen, M. H., Jia, M. and McClung, A. (2009). Genetic assessment of a mini-core subset developed from the USDA Rice Genebank. Crop Science, 49 (4):1336–1346. doi: 10.2135/cropsci2008.06.0551.
Balakrishnan, R., Nair, N. V. and Sreenivasan, T. V. (2000). A method for establishing a core collection of Saccharum officinarum L. germplasm based on quantitative morphological data. Genetic Resources and Crop Evolution,47 (1):1–9. doi: 10.1023/A:1008780526154
Balzarini, M. and Di Rienzo, J. Info-Gen: Software para análisis estadístico de datos genéticos (versión 2011) (Computer software). Córdoba, Argentina: Facultad de Ciencias Agropecuarias, Universidad Nacional de Córdoba.
Bataillon, T. M., David, J. L. and Schoen, D. J. (1996). Neutral genetic markers and conservation genetics: simulated germplasm collections. Genetics, 144:409-417.
Bianco, V. V. (1990). Carciofo (Cynara scolymus L.). In: V. V. Bianco and F. Pimpini (Eds.); Orticoltura (209-251). Bologna, Italy: Patron Editore.
Bonierbale, M., Maya, M., Claros, J. and Iglesias, C. (1995). Application of molecular markers to describing the genetic structure of cassava gene pool. In: Proccedings of the Second International Scientific Meeting of the Cassava Biotechnology Network. Working document no. 150 (pp. 106-122). Centro Internacional de Agricultura Tropical (CIAT), Cali, Colombia.
Brown, A. H. D. (1989). The case for core collection. In: A. H. D. Brown, O. H. Frankel, D. R. Marshall and J. T. Williams (Eds.), The use of plant genetic resources (136-156). Cambridge, U. K. Cambridge University Press.
Brown, A. H. D. (1995). The Core Collection at the Crossroads. In: T. Hodgkin, A. H. D. Brown, T. J. L van Hintum and E. A. V. Morales (Eds.), Core Collections of Plant Genetic Resources (3-19). New York, USA. John Wiley and Sons.
Brown, A. H. D. and Schoen, D. J. (1994). Optimal sampling strategies for core collections of plant genetic resources. In: Loeschcke, V., Jain, S. K. and Tomiuk, J. (Eds.), Conservation Genetics. vol 68. Basel, Switzerland. Birkhäuser, EXS.
Casadevall, R., Martin, E. and Cravero, V. (2011). Simple Sequence Repeat (SSR) vs. Sequence-Related Amplified Polymorphism (SRAP) markers for Cynara cardunculus characterization. Spanish Journal of Agricultural Research, 9 (2), 453-459. doi: 10.5424/sjar/20110902-161-10
Chandra, S., Huaman, Z., Hari Krishna, S. and Ortiz, R. (2002). Optimal sampling strategy and core collection size of Andean tetraploid potato based on isozyme data: A simulation study. Theoretical and Applied Genetics,104(8), 1325–1334. doi: 10.1007/s00122-001-0854-4
Cravero, V. P., Martin, E. A. and Cointry, E. L. (2007). Genetic diversity in Cynara cardunculus determined by sequence-related amplified polymorphism markers. Journal of the American Society for Horticultural Science, 132 (2), 208-212. Doi: 10.21273/JASHS.132.2.208.
Crossa, J., DeLacy, I. H. and Taba, S. (1995). The use of multivariate methods in developing a Core Collection. In: T. Hodgkin, A. H. D. Brown, T. J. L. van Hintum and E. A. V. Morales (Eds.), Core Collections of Plant Genetic Resources (77-89). New York, USA. John Wiley and Sons.
De Felice, B., Borra, M., Manfellotto, F., Anna, S., Biffali, E. and Guida, M. (2015). Assessment of genetic diversity between wild and cultivated artichokes using SSR markers. Genetic Resources and Crop Evolution, 63 (8), 1363–1369. doi: 10.1007/s10722-015-0323-6.
Dellacecca, V., Magnifico, V., Marzi, V., Porceddu, E. and Mugnozza, G.T. (1976). Contributo alla conoscenza delle varietà di carciofo coltivate nel mondo. In: Minerva Médica (Ed.), Atti 2º Congresso Internazionale di Studi sul Carciofo (pp.199-315). Turin, Italy.
Diwan, N., McIntosh, M. S. and Bauchan, G. R. (1995). Methods of developing a core collection of annual Medicago species. Theoretical and Applied Genetics, 90 (6), 755-761. doi: 10.1007/BF00222008.
Erksine, W. and Muehlbauer, F. J. (1991). Allozyme and morphological variability, outcrossing rate and core collection formation in lentil germplasm. Theoretical and Applied Genetics, 83 (1), 119-125. doi: 10.1007/BF00229234.
Fernández, J.; Curt, M. D. and Aguado, P. L. (2006). Industrial applications of Cynara cardunculus L. for energy and other uses. Industrial Crops and Products, 24 (3), 222–229. doi: 10.1016/j.indcrop.2006.06.010.
Frankel, O. H. (1984). Genetic perspectives of germplasm conservation. In: W. K. Arber, K. Llimensee, W. J. Peacock and P. Stralinger (Eds). Genetic Manipulation: Impact on Man and Society (161-170). Cambridge, U. K. Cambridge University Press.
Gatto, A., De Paola, D., Bagnoli, F., Vendramin, G. G. and Sonnante, G. (2013). Population structure of Cynara cardunculus complex and the origin of the conspecific crops artichoke and cardoon. Annals of Botany, 112 (5), 855–865. doi: 10.1093/aob/mct150.
Gouesnard, B., Bataillon, T. M., Decoux, G., Rozale, C., Schoen, D. J. and David, J. L. (2001). MSTRAT: An Algorithm for Building Germ Plasm Core Collections by Maximizing Allelic or Phenotypic Richness. Journal of Heredity, 92 (1), 93–94. doi: 10.1093/jhered/92.1.93.
Gower, J. C. (1975). Generalised procrustes analysis. Psychometrika, 40 (1), 33-51. doi: 10.1007/BF02291478.
Hatz, B. G., Jahoor, A. and Fischbeck, G. (1996). RFLP-polymorphism among European accessions of the barley core collection. In: G. Scoles and B. Rossnagel (Eds.), Proceeding of the VII International Barley Genetics Symposium (176-178). Saskatoon, Canada.
Hu, J., Zhu, J., Xu, X. M. (2000). Methods of constructing core collections by stepwise clustering with three sampling strategies based on the genotypic values of crops. Theoretical and Applied Genetics, 101 (1-2), 264-268. doi: 10.1007/s001220051478.
Igartua, E., Gracia, M. P., Lasa, J. N., Medina, B., Molina-Cano, J. L., Montoya, J. L. and Romagosa, I. (1998). The Spanish barley core collection. Genetic Resources of Crop Evolution,45 (5), 475–481. doi: 10.1023/A:1008662515059.
Kim, T. H., Jung, S. H. and Cho, K. H. (2007). Interlinked mutual inhibitory positive feedbacks induce robust cellular memory effects. FEBS Letters, 581(25), 4899-904. Doi: 10.1016/j.febslet.2007.09.020.
Knüpffer, H. and van Hintum, T. J. L. (1995). The Barley Core Collection: an international effort. In: T. Hodgkin, A. H. D. Brown, T. J. L van Hintum and E. A. V. Morales (Eds.), Core Collections of Plant Genetic Resources (171-178). New York, USA. John Wiley and Sons.
Lanteri, S., Di Leo, I., Ledda, L., Mammeli, M. G. and Portis, E. (2001). RAPD variation within and among populations of globe artichoke (Cynara scolymus L.) cv “Spinoso sardo”. Plant Breeding, 120 (3), 243-246. doi: 10.1046/j.1439-0523.2001.00605.x.
Li, G. and Quiros, C. F. (2001). Sequence-related amplified polymorphism (SRAP), a new marker system based on a simple PCR reaction: its application to mapping and gene tagging in Brassica. Theoretical and Applied Genetics, 103 (1-2), 455-461. doi: 10.1007/s001220100570.
Li, Z., Zhang, H. L., Cao, Y. S., Qiu, Z. E., Wei, X. H., Tang, S. X., Yu, P. and Wang, X. K. (2003). Studies on the sampling strategy for primary core collection of Chinese ingenious rice. Acta Agronomica Sinica, 29, 20–24.
Li, Y., Shi, Y., Cao, Y. and Wang, T. (2005). Establishment of a core collection for maize germplasm preserved in Chinese National Genebank using geographic distribution and characterization data. Genetic Resources and Crop Evolution, 51 (8), 845-852. doi: 10.1007/s10722-005-8313-8.
Li, X., Yan, W., Agrama, H., Hu, B., Jia, L. and Jia, M. (2010). Genotypic and phenotypic characterization of genetic differentiation and diversity in the USDA rice mini-core collection. Genetica, 138 (11-12), 1221-1230. doi: 10.1007/s10709-010-9521-5.
Mauro, R., Portis, E., Acquadro, A., Lombardo, S., Mauromicale, G. and Lanteri, S. (2009). Genetic diversity of globe artichoke landraces from Sicilian small-holdings: implications for evolution and domestication of the species. Conservation Genetics, 10 (2), 431-440. doi: 10.1007/s10592-008-9621-2.
Nagy, S., Poczai, P., Cernák, I., Gorji, A.M., Hegedus, G. and Taller, J. (2012). PIC calc: an online program to calculate polymorphic information content for molecular genetic studies. Biochemical Genetics, 50 (9-10), 670-672. doi: 10.1007/s10528-012-9509-1.
Noirot, M., Hamon, S. and Anthony, F. (1996). The principal component scoring: a new method of constituting a core collection using quantitative data. Genetic Resources and Crop Evolution, 43 (1), 1-6. doi: 10.1007/BF00126934.
Ortiz, R., Ruiz-Tapia, E. N. and Mujica-Sanchez, A. (1998). Sampling strategy for a core collection of Peruvian quinoa germplasm. Theoretical and Applied Genetics, 96 (3-4), 475-483. doi: 10.1007/s001220050764.
Pagnotta, M. A., Fernández, J. A., Sonnante, G. and Egea-Gilabert, C. (2017). Genetic diversity and accession structure in European Cynara cardunculus collections. PLoS ONE 12 (6):e0178770. doi: 10.1371/journal.pone.0178770.
Portis, E., Barchi, L., Acquadro, A., Macua, J. I. and Lanteri, S. (2005). Genetic diversity assessment in cultivated cardoon by AFLP (Amplified Fragment Length Polymorphism) and microsatellite markers. Plant Breeding, 124 (3), 299-304. doi: 10.1111/j.1439-0523.2005.01098.x.
Raccuia, S. A., Mainolfi, A., Mandolino, G. and Melilli, M. G. (2004). Genetic diversity in Cynara cardunculus revealed by AFLP markers: comparison between cultivars and wild types from Sicily. Plant Breeding, 123 (3), 280–284. doi: 10.1111/j.1439-0523.2004.00983.x.
Ruiz Valcárcel, M., Giraldo Carbajo, P., Royo, C. and Carrillo Becerril, J. M. (2013). Creation and validation of the Spanish durum wheat Core Collection. Crop Science, 53 (6), 2530-2537. doi: 10.2135/cropsci2013.04.0238.
Schoen, D. J. and Brown, A. H. D. (1993). Conservation of allelic richness in wild crop relatives is aided by assessment of genetic markers. Proceedings of the National Academy of Sciences USA, 90 (22), 10623–10627. doi: 10.1073/pnas.90.22.10623.
Sokal, R. R. and Rohlf, F. J. (1962).The comparison of dendrograms by objective methods. Taxon 11 (2), 33-40. doi: 10.2307/1217208.
Sonnante, G., Carluccio, A., De Paolis, A. and Pignone, D. (2008). Identification of artichoke SSR markers: molecular variation and patterns of diversity in genetically cohesive taxa and wild allies. Genetic Resources and Crop Evolution, 55 (7), 1029-1046. doi: 10.1007/s10722-008-9310-5.
Tivang, J., Skroch, P. W., Nienhuis, J. and De Vos, N. (1996). Ramdomly amplified polymorphic DNA (RAPD) variation among and within artichoke (Cynara scolymus L.) cultivars and breeding populations. Journal of the American Society for Horticultural Science, 121 (5), 783-788. doi: 10.21273/JASHS.121.5.783.
Tohme, J., Jones, P., Beebe, S. and Iwanaga, M. (1995). The combined use of agroecological and characterization data to establish the CIAT Phaseolus vulgaris core collection. In: T. Hodgkin, A. H. D. Brown, T. J. L van Hintum and E. A. V. Morales (Eds.), Core Collections of Plant Genetic Resources (95-107). New York, USA. John Wiley and Sons.
van Hintum, T. J. L. (1995). Hierarchical approaches to the analysis of genetic diversity in crop plants. In: T. Hodgkin, A. H. D. Brown, T. J. L van Hintum and E. A. V. Morales (Eds.), Core Collections of Plant Genetic Resources (23-34). New York, USA. John Wiley and Sons.
van Hintum, T. J. L., Brown, A. H. D., Spillane, C. and Hodgkin, T. (2003). Colecciones núcleo de recursos fitogenéticos. Boletín Técnico No. 3 del IPGRI, 42 pp. Instituto Internacional de Recursos Fitogenéticos, Rome, Italy.
Wang, J. C., Hu, J., Zhang, C. F. and Zhang, S. (2007). Assessment on evaluating parameters of rice core collections constructed by genotypic values and molecular marker information. Rice Science, 14 (2), 101–110. doi: 10.1016/S1672-6308(07)60015-8.
Zewdie, Y., Tong, N. K. and Bosland, P. (2004). Establishing a core collection of capsicum using a cluster analysis with enlightened selection of accessions. Genetic Resources and Crop Evolution, 51 (2), 147–151. doi: 10.1023/B:GRES.0000020858.96226.38.
Zhang, X., Zhao, Y., Cheng, Y., Feng, X., Guo, Q., Zhou, M. and Hodgkin, T. (2000). Establishment of sesame germplasm core collection in China. Genetic Resources and Crop Evolution, 47 (3), 273-279. doi: 10.1023/A:1008767307675
Zhang, X., Wang, J. Y., Zhang, X. Z., Li, T. H., Wang, K., Xu, X. F. and Han, Z. H. (2010). Sampling strategy to develop a primary core collection of apple cultivars based on fruit traits. African Journal of Biotechnology, 9 (2), 123-127. doi: 10.5897/AJB09.300.