Research Article
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Year 2025, Volume: 12 Issue: 3, 743 - 752, 23.07.2025
https://doi.org/10.30910/turkjans.1714996

Abstract

Project Number

TAGEM/TBAD/A/21/A7/P4/2771

References

  • Akcura, M., Kaya, Y., Taner, S., & Ayranci, R. (2006). Parametric stability analyses for grain yield of durum wheat. Plant, Soil and Environment, 52(6), 254.
  • Akçura, M., & Turan, A. (2020). Yemeklik sakız fasulyesinde bitki tane verimi yönünden genotip x çevre interaksiyonunun farklı yöntemler ile incelenmesi. Turkish Journal of Agricultural and Natural Sciences, 7(3), 798–805. https://doi.org/10.30910/turkjans.738579
  • Bayhan, M., Yorulmaz, L., Özkan, R., Yıldırım, M., Albayrak, Ö., & Öner, M. (2022). Kurak koşullarda bazı ekmeklik buğday genotiplerinin performanslarının GGE Biplot Analizi Yöntemi ile değerlendirilmesi. Artvin Çoruh Üniversitesi Orman Fakültesi Dergisi, 23(2), 88-95. https://doi.org/10.17474/artvinofd.10898527
  • Chobe, A., & Ararsa, A. (2018). AMMI and GGE Biplot Analysis of Linseed (Linum usitatissimum L) Genotypes in Central and South-Eastern Highlands of Ethiopia. Journal of Plant Breeding and Genetics, 6(3), 117-127. doi:https://doi.org/10.33687/pbg.006.03.2785
  • Eberhart, S. A., & Russell, W. A. (1966). Stability parameters for comparing varieties. Crop Science, 6(1), 36–40. Finlay, K. W., & Wilkinson, G. N. (1963). The analysis of adaptation in a plant breeding programme. Australian Journal of Agricultural Research, 14(6), 742–754.
  • Fox, P. N., Skovmand, B., Thompson, B. K., Braun, H. J., & Cormier, R. (1990). Yield and adaptation of hexaploid spring triticale. Euphytica, 47(1), 57–64.
  • Francis, T. R., & Kannenberg, L. W. (1978). Yield stability studies in short-season maize. I. A descriptive method for grouping genotypes. Canadian Journal of Plant Science, 58(4), 1029–1034.
  • Gauch, H. G. (2006). Statistical Analysis of Yield Trials by AMMI and GGE. Crop Science, 46(3), 1488–1500.
  • Goksoy, AT., M. Sincik, M. Erdogmus, M. Ergin, S. Aytac, G, Gumuscu et all. (2019). The Parametrıc and non-parametrıc stabılıty analyses for interpretıng genotype by envıronment interactıon of some soybean genotypes. Turkish Journal Of Field Crops 24(1): 28-38.
  • Huehn, M. (1990). Nonparametric measures of phenotypic stability. Part 1: Theory. Euphytica, 47(3), 189–199.
  • İncekara, F. (1979). Endüstri Bitkileri ve Islahı-Lif Bitkileri ve Islahı(3. Baskı). Ege Üniversitesi Ziraat Fakültesi Yayınları Cilt 1, No:65, İzmir.
  • Kang, M. S. (1988). A rank-sum method for selecting high-yielding, stable corn genotypes. Cereal Research Communications, 16(2–3), 113–115. http://www.jstor.org/stable/23782771
  • Koç, H. (2021). Integratıng Dıfferent Stabılıty Models to Investıgate Hıgh Yıeldıng Safflower (Charthamus tinctorius L.) GENOTYPES. Turkish Journal of Field Crops, 26(1), 103-110. https://doi.org/10.17557/tjfc.797419
  • Kroonenberg, P. M. (1995). Introduction to Biplots for G×E Tables. Department of Mathematics, University of Queensland.
  • Kumar, N., & Kumar, V. (2021). GGE biplot and AMMI analysis of advanced breeding lines of linseed. Electronic Journal of Plant Breeding, 12(2), 455–463. https://doi.org/10.37992/2021.1202.064
  • Kurt, O. (2002). Tarla bitkileri yetiştirme tekniği. Ondokuz Mayıs Üniversitesi Ziraat Fakültesi Ders Kitabı No: 44. Nassar, R., & Hühn, M. (1987). Studies on estimation of phenotypic stability: Tests of significance for nonparametric measures of phenotypic stability. Biometrics, 43(1), 45–53.
  • Plaisted, R. L. (1960). A shorter method for evaluating the ability of selections to yield consistently over locations. American Potato Journal, 37, 166–172.
  • Plaisted, R. L., & Peterson, L. C. (1959). A technique for evaluating the ability of selections to yield consistently in different locations or seasons. American Potato Journal, 36(10), 381–385.
  • Pour-Aboughadareh, A., Yousefian, M., Moradkhani, H., Poczai, P., Siddique K. H. M. 2019. STABILITYSOFT: A new online program to calculate parametric and non-parametric stability statistics for crop traits. Applications in Plant Sciences, 7(1): e1211. doi:10.1002/aps3.1211.
  • Purchase, J. L., Hatting, H., & Van Deventer, C. S. (2000). Genotype × environment interaction of winter wheat in South Africa: Stability analysis of yield performance. South African Journal of Plant and Soil, 17(3), 101–107.
  • Rad, M. R. N., Kadir, M. A., Rafii, M. Y., Jaafar, H. Z. E., & Naghavi, M. R. (2013). Genotype × environment interaction by AMMI and GGE biplot analysis in flax (Linum usitatissimum L.) genotypes. Australian Journal of Crop Science, 7(6), 956–961.
  • Sabaghnia, N., Dehghani, H., & Sabaghpour, S. H. (2006). Nonparametric methods for interpreting genotype × environment interaction of lentil genotypes. Crop Science, 46(3), 1100–1106. https://doi.org/10.2135/cropsci2005.06-0122
  • Sözen, O., Karadavut, U., Özçelik, H., Bozoğlu, H., & Akçura, M. (2018). Genotype × environment interaction of some dry bean (Phaseolus vulgaris L.) genotypes. Legume Research, 41(2), 189–195.
  • Shukla, G. K. (1972). Some statistical aspects of partitioning genotype–environment components of variability. Heredity, 29(2), 237–245.
  • Thennarasu, K. (1995). On certain non-parametric procedures for studying genotype × environment interactions and yield stability (Ph.D. thesis). P.J.N. Agricultural University, India.
  • Wricke, G. (1962). Ubereine Methode zur Erfassung der okologischen Streubreite in Feldversuchen. Zeitschrift für Pflanzenzüchtung, 47, 92–96.
  • Yan, W., & Tinker, N. A. (2006). Biplot analysis of multi-environment trial data: Principles and applications. Canadian Journal of Plant Science, 86(3), 623–645. https://doi.org/10.4141/P05-169
  • Yan, W. (2001). GGE biplot: A Windows application for graphical analysis of multienvironment trial data and other types of two-way data. Agronomy Journal, 93(5), 1111–1118. https://doi.org/10.2134/agronj2001.9351111x
  • Yan, W., & Kang, M. S. (2003). GGE Biplot Analysis: A graphical tool for breeders, geneticists, and agronomists. CRC Press.
  • Yan, W., Hunt, L. A., Sheng, Q., & Szlavnics, Z. (2000). Cultivar evaluation and mega-environment investigation based on the GGE biplot. Crop Science, 40(3), 597–605. https://doi.org/10.2135/cropsci2000.403597x

Determination of Genotype × Environment Interaction for Seed Yield in Oilseed Flax (Linum usitatissimum L.) Genotypes

Year 2025, Volume: 12 Issue: 3, 743 - 752, 23.07.2025
https://doi.org/10.30910/turkjans.1714996

Abstract

This research investigated the performance of oilseed flax (Linum usitatissimum L.) genotypes cultivated under varying conditions in Edirne province during 2023 and 2024, focusing on grain yield and Genotype x Environment (GE) interactions by various analytical approaches. Fifteen genotypes were used in the study. The trials were conducted using a randomized complete block design with three replications. To assess the stability of genotypes regarding grain yield, the following parameters were employed: S⁽¹⁾, S⁽²⁾, S⁽³⁾, S⁽⁶⁾, NP⁽¹⁾, NP⁽²⁾, NP⁽³⁾, NP⁽⁴⁾, Wᵢ², σ²ᵢ, s²dᵢ, bᵢ, CVi, θ₍ᵢ₎, θᵢ, KR parameters, and GGE biplot analysis. The analysis of variance indicated that genotypes, environments, and genotype-environment interaction exerted highly statistically significant impacts (p<0.01) on grain yield. The stability assessments revealed that the G5 genotype distinguished itself through superior yield and stability, while the G10 and G6 genotypes had high grain yield and broad adaptability. The GGE biplot analysis indicated that these genotypes exhibited extensive adaptability and effectiveness of some environments in distinguishing between them.

Supporting Institution

Trakya Agricultural Research Institute (TARI)

Project Number

TAGEM/TBAD/A/21/A7/P4/2771

Thanks

TAGEM

References

  • Akcura, M., Kaya, Y., Taner, S., & Ayranci, R. (2006). Parametric stability analyses for grain yield of durum wheat. Plant, Soil and Environment, 52(6), 254.
  • Akçura, M., & Turan, A. (2020). Yemeklik sakız fasulyesinde bitki tane verimi yönünden genotip x çevre interaksiyonunun farklı yöntemler ile incelenmesi. Turkish Journal of Agricultural and Natural Sciences, 7(3), 798–805. https://doi.org/10.30910/turkjans.738579
  • Bayhan, M., Yorulmaz, L., Özkan, R., Yıldırım, M., Albayrak, Ö., & Öner, M. (2022). Kurak koşullarda bazı ekmeklik buğday genotiplerinin performanslarının GGE Biplot Analizi Yöntemi ile değerlendirilmesi. Artvin Çoruh Üniversitesi Orman Fakültesi Dergisi, 23(2), 88-95. https://doi.org/10.17474/artvinofd.10898527
  • Chobe, A., & Ararsa, A. (2018). AMMI and GGE Biplot Analysis of Linseed (Linum usitatissimum L) Genotypes in Central and South-Eastern Highlands of Ethiopia. Journal of Plant Breeding and Genetics, 6(3), 117-127. doi:https://doi.org/10.33687/pbg.006.03.2785
  • Eberhart, S. A., & Russell, W. A. (1966). Stability parameters for comparing varieties. Crop Science, 6(1), 36–40. Finlay, K. W., & Wilkinson, G. N. (1963). The analysis of adaptation in a plant breeding programme. Australian Journal of Agricultural Research, 14(6), 742–754.
  • Fox, P. N., Skovmand, B., Thompson, B. K., Braun, H. J., & Cormier, R. (1990). Yield and adaptation of hexaploid spring triticale. Euphytica, 47(1), 57–64.
  • Francis, T. R., & Kannenberg, L. W. (1978). Yield stability studies in short-season maize. I. A descriptive method for grouping genotypes. Canadian Journal of Plant Science, 58(4), 1029–1034.
  • Gauch, H. G. (2006). Statistical Analysis of Yield Trials by AMMI and GGE. Crop Science, 46(3), 1488–1500.
  • Goksoy, AT., M. Sincik, M. Erdogmus, M. Ergin, S. Aytac, G, Gumuscu et all. (2019). The Parametrıc and non-parametrıc stabılıty analyses for interpretıng genotype by envıronment interactıon of some soybean genotypes. Turkish Journal Of Field Crops 24(1): 28-38.
  • Huehn, M. (1990). Nonparametric measures of phenotypic stability. Part 1: Theory. Euphytica, 47(3), 189–199.
  • İncekara, F. (1979). Endüstri Bitkileri ve Islahı-Lif Bitkileri ve Islahı(3. Baskı). Ege Üniversitesi Ziraat Fakültesi Yayınları Cilt 1, No:65, İzmir.
  • Kang, M. S. (1988). A rank-sum method for selecting high-yielding, stable corn genotypes. Cereal Research Communications, 16(2–3), 113–115. http://www.jstor.org/stable/23782771
  • Koç, H. (2021). Integratıng Dıfferent Stabılıty Models to Investıgate Hıgh Yıeldıng Safflower (Charthamus tinctorius L.) GENOTYPES. Turkish Journal of Field Crops, 26(1), 103-110. https://doi.org/10.17557/tjfc.797419
  • Kroonenberg, P. M. (1995). Introduction to Biplots for G×E Tables. Department of Mathematics, University of Queensland.
  • Kumar, N., & Kumar, V. (2021). GGE biplot and AMMI analysis of advanced breeding lines of linseed. Electronic Journal of Plant Breeding, 12(2), 455–463. https://doi.org/10.37992/2021.1202.064
  • Kurt, O. (2002). Tarla bitkileri yetiştirme tekniği. Ondokuz Mayıs Üniversitesi Ziraat Fakültesi Ders Kitabı No: 44. Nassar, R., & Hühn, M. (1987). Studies on estimation of phenotypic stability: Tests of significance for nonparametric measures of phenotypic stability. Biometrics, 43(1), 45–53.
  • Plaisted, R. L. (1960). A shorter method for evaluating the ability of selections to yield consistently over locations. American Potato Journal, 37, 166–172.
  • Plaisted, R. L., & Peterson, L. C. (1959). A technique for evaluating the ability of selections to yield consistently in different locations or seasons. American Potato Journal, 36(10), 381–385.
  • Pour-Aboughadareh, A., Yousefian, M., Moradkhani, H., Poczai, P., Siddique K. H. M. 2019. STABILITYSOFT: A new online program to calculate parametric and non-parametric stability statistics for crop traits. Applications in Plant Sciences, 7(1): e1211. doi:10.1002/aps3.1211.
  • Purchase, J. L., Hatting, H., & Van Deventer, C. S. (2000). Genotype × environment interaction of winter wheat in South Africa: Stability analysis of yield performance. South African Journal of Plant and Soil, 17(3), 101–107.
  • Rad, M. R. N., Kadir, M. A., Rafii, M. Y., Jaafar, H. Z. E., & Naghavi, M. R. (2013). Genotype × environment interaction by AMMI and GGE biplot analysis in flax (Linum usitatissimum L.) genotypes. Australian Journal of Crop Science, 7(6), 956–961.
  • Sabaghnia, N., Dehghani, H., & Sabaghpour, S. H. (2006). Nonparametric methods for interpreting genotype × environment interaction of lentil genotypes. Crop Science, 46(3), 1100–1106. https://doi.org/10.2135/cropsci2005.06-0122
  • Sözen, O., Karadavut, U., Özçelik, H., Bozoğlu, H., & Akçura, M. (2018). Genotype × environment interaction of some dry bean (Phaseolus vulgaris L.) genotypes. Legume Research, 41(2), 189–195.
  • Shukla, G. K. (1972). Some statistical aspects of partitioning genotype–environment components of variability. Heredity, 29(2), 237–245.
  • Thennarasu, K. (1995). On certain non-parametric procedures for studying genotype × environment interactions and yield stability (Ph.D. thesis). P.J.N. Agricultural University, India.
  • Wricke, G. (1962). Ubereine Methode zur Erfassung der okologischen Streubreite in Feldversuchen. Zeitschrift für Pflanzenzüchtung, 47, 92–96.
  • Yan, W., & Tinker, N. A. (2006). Biplot analysis of multi-environment trial data: Principles and applications. Canadian Journal of Plant Science, 86(3), 623–645. https://doi.org/10.4141/P05-169
  • Yan, W. (2001). GGE biplot: A Windows application for graphical analysis of multienvironment trial data and other types of two-way data. Agronomy Journal, 93(5), 1111–1118. https://doi.org/10.2134/agronj2001.9351111x
  • Yan, W., & Kang, M. S. (2003). GGE Biplot Analysis: A graphical tool for breeders, geneticists, and agronomists. CRC Press.
  • Yan, W., Hunt, L. A., Sheng, Q., & Szlavnics, Z. (2000). Cultivar evaluation and mega-environment investigation based on the GGE biplot. Crop Science, 40(3), 597–605. https://doi.org/10.2135/cropsci2000.403597x
There are 30 citations in total.

Details

Primary Language English
Subjects Agronomy, Industrial Crops, Crop and Pasture Breeding
Journal Section Research Article
Authors

Şahinde Küçük 0000-0002-1408-4140

Mevlüt Akçura 0000-0001-7828-5163

Project Number TAGEM/TBAD/A/21/A7/P4/2771
Publication Date July 23, 2025
Submission Date June 5, 2025
Acceptance Date July 14, 2025
Published in Issue Year 2025 Volume: 12 Issue: 3

Cite

APA Küçük, Ş., & Akçura, M. (2025). Determination of Genotype × Environment Interaction for Seed Yield in Oilseed Flax (Linum usitatissimum L.) Genotypes. Turkish Journal of Agricultural and Natural Sciences, 12(3), 743-752. https://doi.org/10.30910/turkjans.1714996