Generation means analysis of physiological and agronomical targeted traits in durum wheat (Triticum durum Desf.) cross
Análisis de medias generacionales de rasgos fisiológicos y agronómicos específicos en trigo duro (Triticum durum Desf.) cruzado
Keywords:
generation means analysis, genotypic correlation, heritability, non-allelic interaction, physio-agronomical traits, Triticum durum (en)análisis de medias generacionales, correlación genotípica, heredabilidad, interacción no alélica, rasgos fisio-agronómicos, Triticum durum (es)
Genetic parameters such as leaf relative water content, leaf chlorophyll content, plant height, above-ground biomass, harvest index, grain yield, and grain yield components of Bousselam/Mrb5 durum wheat (Triticum durum Desf.) cross were estimated based on generation means analysis. A, B, C, and D scaling and Chi-square (χ2) tests revealed the inadequacy of the simple additive-dominance model. This result suggests the presence of digenic epistasis for most studied traits; the duplicate epistasis was present for relative water content, above-ground biomass, and grain yield; and complementary epistasis was observed for chlorophyll content. Significant genotypic correlation coefficients appeared among grain yield, relative water content, and above-ground biomass. This suggests useful indirect selection criteria to improve simultaneously these traits, which showed significant heritability. It can be concluded that the traits investigated show a complex genetic behavior, which implies that early selection would be less efficient; therefore, it is recommended delaying the selection to advanced generations to benefit from the reduction of non-fixable genetic variation and exploit transgressive segregators due to the significant interaction additivity×additivity (i) of the gene and duplicated epistasis.
Los parámetros genéticos como el contenido relativo de agua en la hoja, el contenido de clorofila en la hoja, la altura de la planta, la biomasa sobre el suelo, el índice de cosecha, el rendimiento de grano y los componentes de rendimiento de grano del cruce de trigo duro Bousselam/Mrb5 (Triticum durum Desf.) se estimaron con base al análisis de medias generacionales. Las pruebas de escala A, B, C, D y Chi-cuadrado (χ2) revelaron la insuficiencia del modelo simple de dominio aditivo. Este resultado sugiere la presencia de epistasis digénica para los rasgos más estudiados; la epistasis duplicada estuvo presente para el contenido relativo de agua, la biomasa aérea y el rendimiento de grano; y se observó epistasis complementaria para el contenido de clorofila. Aparecieron coeficientes genotípicos de correlación significativos entre rendimiento de grano, contenido relativo de agua y biomasa sobre el suelo. Esto sugiere criterios útiles de selección indirecta para mejorar simultáneamente estos rasgos, que mostraron una heredabilidad significativa. Se puede concluir que los rasgos investigados muestran un comportamiento genético complejo, lo que implica que la selección temprana sería menos eficiente; por lo tanto, se recomendaría retrasar la selección a generaciones avanzadas para beneficiarse de la reducción de la variación genética no reparable y explotar los segregadores transgresores debido a la interacción significativa aditividad×aditividad (i) del gen y la epistasis duplicada.
Downloads
References
Annicchiarico P, Bellah F and Chiari T. 2005. Defining sub regions and estimating benefits for a specific adaptation strategy by breeding programs. A case study. Crop Science 45(5): 1741-1749.
Azimi AM, Marker S and Bhattacharjee I. 2017. Genotypic and phenotypic variability and correlation analysis for yield and its components in late sown wheat (Triticum aestivum L.). Journal of Pharmacognosy and Phytochemistry 6(4): 167-173.
Belagrouz A, Chennafi H, Bouzerzour H, Hakimi M, Razem R, and Hadj Sahraoui A. 2018. Relationships among water use efficiency and the physio-agronomic traits in durum wheat (Triticum durum Desf.) cultivars assessed under rainfed conditions of the eastern high plateaus of Algeria. The Journal Agriculture and Forestry 64(3): 159-172.
Benbella M and Paulsen GM. 1998. Efficacy of treatments for delaying senescence of wheat leaves: II. Senescence and grain yield under field conditions. Agronomy Journal 90(3):332-338. doi: 10.2134/agronj1998.00021962009000030004x
Bhutta MA and Mishra Y. 1995. Studies on yield and yield components in spring wheat under drought conditions. Journal of Agricultural Research 35(1): 75-79.
Bilgin O, Kutlu I and Balkan A. 2016. Gene effects on yield and quality traits in two bread wheat (T. aestivum L.) crosses. International Journal of Crop Science and Technology, 2(1): 1-10.
Cavalli LL. 1952. An analysis of linkage in quantitative inheritance. pp. 135-144. In: Reeve ECR and Waddington CH (eds). Quantitative Inheritance. HMSO, London.
Dhanda SS and Sethi GS. 1998. Inheritance of excised-leaf water loss and relative water content in bread wheat (Triticum aestivum). Euphytica 104(1): 39–47. doi: 10.1023/A:1018644113378
Dhanda SS and Sethi GS. 2002. Tolerance to drought stress among selected Indian wheat cultivars. Journal of Agricultural Science 139(3): 319-326. doi: 10.1017/S0021859602002526
Dvojković K, Drezner G, Novoselović D, Lalić A, Kovačević J, Babić D and Barić M. 2010. Estimation of some genetic parameters through generation means analysis in two winter wheat crosses. Periodicum Biologorum 112(3): 247-251.
Dorri P, Khorasani SK and Shahrokhi M. 2014. Generation means analysis. A case study of variance components in KSC 500 generations of maize (Zea mays L.). International Research Journal of Applied and Basic Sciences 8(2): 194-200.
Fellahi ZEA , Hannachi A, Bouzerzour and Benbelkacem A. 2015. Inheritance pattern of metric characters affecting grain yield in two bread wheat (Triticum aestivum L.) crosses under rainfed conditions. Jordan Journal of Biological Sciences 8(3): 175-181.
Fellahi ZEA , Hannachi A, Bouzerzour and Benbelkacem A. 2016. Genetic control of bread wheat (Triticum aestivum L.) traits. Songklanakarin Journal of Science and Technology 38(1): 91-97.
Ferrari ED, Ferreira VA, Grassi EM, Picca AMT and Paccapelo HA. 2018. Genetic parameters estimation in quantitative traits of a cross of triticale (x Triticosecale Wittmark.). Open Agriculture 3: 25–31. doi: 10.1515/opag-2018-0003
García-Navarro E, Fernández-Martínez JM, Pérez-Vich B, and Velasco L. 2016. Genetic analysis of reduced 𝛾-Tocopherol content in Ethiopian mustard seeds. The Scientific World Journal 2016: 1 -7. doi: 10.1155/2016/ 7392603
Goldringer I, Brabant P and Gallais A. 1997. Estimation of additive and epistatic genetic variances for agronomic traits in a population of doubled-haploid lines of wheat. Heredity 79: 60-71.
Golparvar AR, Ghasemi-Pirbalouli G and Madani H. 2006. Genetic control of some physiological attributes in wheat under drought stress conditions. Pakistan Journal of Biological Sciences 9(8): 1442-1446. doi: 10.3923/pjbs.2006.1442.1446
Hallauer AR and Mirinda Filho JB . 1989. Quantitative genetics in maize breeding. Second Edition. Ames, IOWA State University Press. 468 p.
Hammer Ø, Harper DAT and Ryan PD. 2001. PAST. Paleontological statistics software package for education and data analysis. Palaeontologia Electronica 4(1): 1-9.
Hannachi A, Fellahi ZEA and Bouzerzour H. 2017. A genetic analysis of some metric traits in a 6×6 half-diallel crosses of durum wheat (Triticum turgidum var durum l.) under semi-arid conditions. Jordan Journal of Agricultural Sciences 13(4): 215-227
IRRI - International Rice Research Institute. 2007. CropStat for Windows 7.2. Dapo, Manila.
Johnson HW, Robinson HE and Comstock RE. 1955. Estimates of genetic and environmental variability in soybean. Agronomy Journal. 47(7): 314-318.
Kearsey MJ and Pooni HS. 1996. The genetical analysis of quantitative traits. Chapman and Hall, London. 396 p.
Koots KR and Gibson JP. 1996. Realized sampling variances of estimates of genetic parameters and the difference between genetic and phenotypic correlations. Genetics 143(3): 1409-1416.
Kwon SH and Torrie JH. 1964. Heritability and inter-relationship among traits of two Soybean Populations. Crop Science 4:196-198.
Ljubičić N, Petrović S, Dimitrijević M and Hristov N. 2016. Gene actions involved in the inheritance of yield related traits in bread wheat (Triticum aestivum L.). Emirates Journal of Food and Agriculture 28(7): 477-484.
Madic M, Kuburovic M, Kraljevic-Balalic M and Petrovic S. 2002. Variability and variance components for harvest index in winter Barley. Acta Agriculturae Serbica 7(14): 17-24.
Mahpara S, Hussain ST, Iqbal J, Noorka IR and Salman S. 2018. Analysis of generation means for some metric plant traits in wheat (Triticum aestivum L.) hybrids. Pure and Applied Biology 7(1): 93-102. doi: 10.19045/bspab.2018.70012
Majumder DAN, Shamsuddin AKM, Kabir MA and Hassan L. 2008. Genetic variability, correlated response and path analysis of yield and yield contributing traits of spring wheat. Journal of the Bangladesh Agricultural University 6(2): 227–234. doi: 10.3329/jbau.v6i2.4815
Manivannan N. 2014. TNAUSTAT-Statistical package. In: https://sites.google.com/site/tnaustat.
Mansouri A, Oudjehih B, Benbelkacem A, Fellahi ZEA and Bouzerzour H. 2018. Variation and relationships among agronomic traits in durum wheat [Triticum turgidum (L.) Thell. Ssp. Turgidum conv. Durum (Desf.) Mackey] under south Mediterranean growth conditions: Stepwise and path analyses. International Journal of Agronomy, 2018: 1.-11 p. doi: 10.1155/2018/8191749
Mather K and Jinks JL. 1982. Biometrical Genetics. Third Edition. Chapman and Hall, London.
Mohamed SH, El-Said RAR and Abd-El-Haleem SHM. 2013. Estimation of heritability and variance components for some quantitative traits in Bread Wheat (Triticum aestivum L.). World Applied Sciences Journal 27(8): 944-949. doi: 10.5829/idosi.wasj.2013.27.08.13710
Mohamed NEM. 2014. Genetic control for some traits using generation means analysis in Bread Wheat (Triticum aestivum L.). International Journal of Plant & Soil Science 3(9):1055-1068.
Ninghot CJ, Boratkar MV, Thawari SB and Potdukhe NR. 2016. Generation mean analysis for yield and yield components in Wheat (Triticum aestivum L.). International Journal of Genetics 8(4): 204-206.
Novoselovic DB, Baric M, Drezner G, Gunjaca J and Lalic A. 2004. Quantitative inheritance of some wheat plant traits. Genetics and Molecular Biology 27(1): 92- 98. doi: 10.1590/S1415-47572004000100015
Pask AJD, Pietragalla J, Mullan D, and Reynolds MP. 2012. Physiological Breeding II: A field guide to wheat phenotyping. CIMMYT, México. 140 p.
Quarrie SA, Stojanović J and Pekić S. 1999. Improving drought tolerant in small-grained cereals: A case study, progress and prospects. Plant Growth Regulation 9: 1-21.
Robinson HF, Comstock RE and Harvey PH. 1949. Estimates of heritability and the degree of dominance in corn. Agronomy Journal 41(8): 353-359.
Sahnoune F, Belhamel M, Zelmat M and Kerbachi R. 2013. Climate Change in Algeria: Vulnerability and Strategy of Mitigation and Adaptation. Energy Procedia 36: 1286–1294. doi: 10.1016/j.egypro.2013.07.145
Shekhawat US, Bhardwaj RP and Prakash VC. 2000. Gene action for yield and its components in wheat (Triticum aestivum L.). Indian Journal of Agricultural Research 34(3): 176-178.
Singh RK and Chaudhary BD. 1985. Biometrical Methods in Quantitative Genetics Analysis. Kalyani Publishers, New Delhi. 318 p.
Singh G, Bhullar GS and Gill KS. 1985. Inheritance of some plant characters in an inter-varietal cross of bread wheat. Crop Improvement 12(2): 179-183.
Steel RGD and Torrie JH. 1982. Principles and procedures of statistics. McGraw‐Hill Book Company, New York, Toronto, London. 481 p.
Uzokwe VNE, Asafo-Adjei B, Fawole I, Abaidoo R, Odeh IOA, Ojo DK, Daxshiell K and Sanginga N. 2017. Generation mean analysis of phosphorus-use efficiency in freely nodulating soybean crosses grown in low-phosphorus soil. Plant Breeding 136(2): 139–146. doi: 10.1111/pbr.12453
License
Copyright (c) 2019 Revista Facultad Nacional de Agronomía Medellín

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
The journal allows the author(s) to maintain the exploitation rights (copyright) of their articles without restrictions. The author(s) accept the distribution of their articles on the web and in paper support (25 copies per issue) under open access at local, regional, and international levels. The full paper will be included and disseminated through the Portal of Journals and Institutional Repository of the Universidad Nacional de Colombia, and in all the specialized databases that the journal considers pertinent for its indexation, to provide visibility and positioning to the article. All articles must comply with Colombian and international legislation, related to copyright.
Author Commitments
The author(s) undertake to assign the rights of printing and reprinting of the material published to the journal Revista Facultad Nacional de Agronomía Medellín. Any quotation of the articles published in the journal should be made given the respective credits to the journal and its content. In case content duplication of the journal or its partial or total publication in another language, there must be written permission of the Director.
Content Responsibility
The Faculty of Agricultural Sciences and the journal are not necessarily responsible or in solidarity with the concepts issued in the published articles, whose responsibility will be entirely the author or the authors.

