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Grouping rice varieties in Morocco based on key agronomic traits : A PCA and HCA approach

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Języki publikacji
EN
Abstrakty
EN
The identification and classification of rice varieties based on key agronomic traits are essential for enhancing productivity and adaptability in diverse growing environments. This study focused on 18 rice varieties cultivated in Morocco, comprising 14 Korea-Africa Food and Agriculture Cooperation Initiative (KAFACI) lines, three National Institute of Agricultural Research (Fr.: Institut national de la recherche agronomique - INRA) Morocco varieties, and a control cultivar, ‘Lagostino’, widely used by Moroccan farmers. The experiment was conducted at the Sidi Allah Tazi Experimental Domain (Fr.: Domaine Expérimental de Sidi Allal Tazi) using a randomised complete block design (RCBD) with three replications. Hierarchical cluster analysis (HCA) and principal component analysis (PCA) were utilised to group varieties based on significant agronomic traits. The analysis revealed four distinct clusters. Cluster 1, including ‘KF190066’, showed high values for plant height, 1000-seed weight, and panicle length. Cluster 2, represented by the control cultivar ‘Lagostino’, was characterised by an earlier heading and fewer panicles per plant. Cluster 3, including ‘KF190064’ and ‘KF190065’, displayed the highest straw and seed yields despite shorter panicles. Cluster 4, comprising ‘Ka WS 9294292’, ‘Nachat’ (INRA Morocco), ‘CB MS11’, and ‘Hayat’ (INRA Morocco), exhibited extended heading and maturity durations, alongside higher tiller and panicle counts per plant. These findings highlight the agronomic diversity potential of rice varieties in Morocco, providing critical insights for breeding programs. The identification of superior varieties, such as ‘KF190064’, ‘Hayat’, and ‘KF190066’, reinforces their potential for boosting rice production and sustainability under Morocco’s agro-climatic conditions.
Słowa kluczowe
Wydawca
Rocznik
Tom
Strony
230--237
Opis fizyczny
Bibliogr. 22 poz., fot., mapy, rys., tab., wykr.
Twórcy
  • University Ibn Toufail, Faculty of Sciences, Laboratory of Plant, Animal, and AgroIndustry Productions, B.P. 242, 14000, Kenitra, Morocco
  • Regional Center of Agricultural Research of Kenitra, B.P. 257, 14000, Kenitra, Morocco
  • Jean Lorougnon Guédé University, Laboratory for the Improvement of Agricultural Production, B.P. 150, 13620, Daloa, Côte d’Ivoire
  • University Ibn Toufail, Faculty of Sciences, Laboratory of Plant, Animal, and AgroIndustry Productions, B.P. 242, 14000, Kenitra, Morocco
  • University Ibn Toufail, Faculty of Sciences, Laboratory of Plant, Animal, and AgroIndustry Productions, B.P. 242, 14000, Kenitra, Morocco
autor
  • University Ibn Toufail, Faculty of Sciences, Laboratory of Plant, Animal, and AgroIndustry Productions, B.P. 242, 14000, Kenitra, Morocco
Bibliografia
  • Adjah, K.L. et al. (2022) “Improvement of rice production under drought conditions in West Africa: Application of QTLs in breeding for drought resistance,” Rice Science, 29(6), pp. 512–521. Available at: https://doi.org/10.1016/j.rsci.2022.06.002.
  • Bello, A.I. et al. (2018) “Assessment of the phenotypic variability of rice accessions (Oryza sp.) collected in Benin using agro morphological markers,” Journal of Natural Product and Plant Resources, 8(2), pp. 17–31. Available at: https://www.scholarsresearchli-brary.com/articles/assessment-of-the-phenotypic-variability-of- rice-accessions–oryza-sp-collected-in-benin-using-agro-morphological-marker.pdf (Accessed: April 10, 2025).
  • Benitez-Alfonso, Y. et al. (2023) “Enhancing climate change resilience in agricultural crops,” Current Biology, 33(23), pp. 1246–1261. Available at: https://doi.org/10.1016/j.cub.2023.10.028.
  • Choudhary, M. et al. (2022) “Diversity analysis for yield and its contributing traits in Rice germplasm (Oryza sativa L.) using principal component analysis approach,” International Journal of Environment and Climate Change, 12(9), pp. 143–150. Available at: https://doi.org/10.9734/ijecc/2022/v12i930748.
  • El Blidi, A. et al. (2006) “Rizières de la plaine du Gharb (Maroc): Qualité des eaux superficielles et profondes. [Rice fields of the Gharb plain (Morocco): Quality of surface and deep water],” Bulletin de l’Institut Scientifique, Rabat, section Sciences de la Vie, 28, pp. 55–60. Available at: http://www.israbat.ac.ma/wp-content/uploads/2015/02/07-%20El%20Blidi%20et%20al.%20(55-60).pdf (Accessed: April 10, 2025).
  • Elwahab, F. et al. (2023) “Review of agronomic and genetic diversity of Moroccan rice varieties and their resistance to blast disease (Pyricularia oryzae),” Agronomy Research, 21(S1), 267–290. Available at: https://doi.org/10.15159/AR.23.008.
  • Elwahab, F. et al. (2024) “Genetic diversity and grouping of new rice accessions in morocco based on yield and seed quality,” International Journal of Agriculture and Biology, 31, pp. 311‒320.
  • Elwahab, F. et al. (2025) “Assessment of the agronomic performance of newly introduced rice varieties in Morocco,” International Journal of Agriculture and Biology, 33, pp. 330–401.
  • FAO (2003) Rice irrigation in the Near East: Current situation and prospects for improvement. Cairo: FAO Regional Office for the Near East. Available at: https://www.fao.org/4/AE524E/ AE524e00.pdf (Accessed: February 12, 2025).
  • Huang, X. et al. (2010) “Genome-wide association studies of 14 agronomic traits in rice landraces,” Nature Genetics, 42, pp. 961– 967. Available at: https://doi.org/10.1038/ng.695.
  • Kalaitzidis, A. et al. (2025) “Investigating the impact of tillering on yield and yield-related traits in European rice cultivars,” Agriculture, 15(6), 616. Available at: https://doi.org/10.3390/ agriculture15060616.
  • Li, R. et al. (2019) “Exploring the relationships between yield and yield- related traits for rice varieties released in China from 1978 to 2017,” Frontiers in Plant Science, 10, 543. Available at: https://doi. org/10.3389/fpls.2019.00543.
  • Li, S. et al. (2024) “Adopting agronomic strategies to enhance the adaptation of global rice production to future climate change: A meta-analysis,” Agronomy for Sustainable Development, 44, 23. Available at: https://doi.org/10.1007/s13593-024-00963-7.
  • Maji, A.T. and Shaibu, A.A. (2012) “Application of principal component analysis for rice germplasm characterization and evaluation,” Journal of Plant Breeding and Crop Science, 4(6), pp. 87–93. Available at: https://academicjournals.org/article/ article1380032226_Maji%20and%20Shaibu.pdf (Accessed: April 10, 2025).
  • McNally, K.L. and Henry, A. (2023) “Tools for using the international rice Genebank to breed for climate-resilient varieties,” PLoS Biology, 21(7), e3002215. Available at: https://doi.org/10.1371/ journal.pbio.3002215.
  • Miège, E. (1951) “La question du riz au Maroc [The question of rice in Morocco],” Journal d'agriculture traditionnelle et de botanique appliquée, pp. 294–312.
  • Raheem, R.A. et al. (2023) “Multivariate analyses of the 18 rice plant variables and hierarchical cluster analysis based rice field establishment in planting pattern techniques and seed rates,” Journal of Agriculture and Veterinary Science, 16(2), pp. 20–27.
  • Sowmya, B. et al. (2023) “Panicle architecture in enhancing grain yield in rice (Oryza sativa L.),” International Journal of Environment and Climate Change, 13(11), pp. 4269–4278. Available at: https:// doi.org/10.9734/ijecc/2023/v13i113607.
  • Tuhina-Khatun, M. et al. (2015) “Genetic variation, heritability, and diversity analysis of upland rice (Oryza sativa L.) genotypes based on quantitative traits,” BioMed Research International, 2015, 290861, pp. 1–7. Available at: http://dx.doi.org/10.1155/2015/ 290861.
  • USDA (2024) Morocco: Grain and feed annual. Foreign agricultural service. U.S. Department of Agriculture. Available at: https://www. fas.usda.gov/data/morocco-grain-and-feed-annual-7 (Accessed: April 10, 2025).
  • Yun, Y. (2023) “Changes in the growth and yield of an extremely early- maturing rice variety according to transplanting density,” Agriculture, 13(3), 717. Available at: https://doi.org/10.3390/ agriculture13030717.
  • Zidane, L. et al. (2010) “Etude des groupements d'adventices dans le Maroc occidental [Study of weed clusters in western Morocco],” Biotechnology, Agronomy and Society and Environment, 14(1), pp. 153–166.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-f585a8ba-1d4f-4077-b877-72d1509689c8
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