Skip to main content

Advertisement

Log in

Variation in yield over time in a cacao factorial mating design: changes in heritability and longitudinal data analyses over 13 consecutive years

  • Published:
Euphytica Aims and scope Submit manuscript

Abstract

The production period for perennial crops is often indeterminate. For cacao, the production period can last between 15 and 70 years. The implication for breeding is not easy. How many years of production are needed to propose new varieties? How are the production levels of several years linked at tree level? How is it possible to model series of production data over time? To answer these questions, data were analyzed from 13 years’ production in a cacao factorial mating design. Genetic analyses of the number of healthy pods produced per year and per tree revealed that the inheritance of the trait is mainly additive, especially in the first 8 years of production; after this first period, a dominance effect appeared. Yield increased in the first 6 years, then decreased over time. The first major production (4th year) was a good predictor of cumulative yield, with a genetic correlation of 0.98. However, the shape of the yield trajectories varied depending on the families. Longitudinal data analyses were carried out to gain a clearer understanding of the link between the yields of successive years. When considering all 13 years, the best fit model was the antedependence model; this model indicated that the correlation between 2 successive years was stable, and the correlation between years decreased as the gap between years increased. When the first 3 years were not taken into account, the best fit model was a Compound Symmetry model, which indicated a large tree effect over time.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  • Almeida AA, Valle RR (2007) Ecophysiology of the cacao tree. Braz J Plant Physiol 19:425–448

    Article  Google Scholar 

  • Alves RS, de Azevedo Peixoto L, Teodoro PE, Silva LA, Rodrigues EV, de Resende MDV, Laviola BG, Bhering LL (2018) Selection of Jatropha curcas families based on temporal stability and adaptability of genetic values. Ind Crops Prod 119:290–293

    Article  Google Scholar 

  • Baradat P and Labbé T 1995 OPEP (Diogene). Un logiciel intégré pour l’amélioration des plantes pérennes. In: Traitements statistiques des essais de sélection (CIRAD-CP) 303–330

  • Baudouin L, Baril C, Clément-Demange A, Leroy T, Paulin D (1997) Recurrent selection of tropical tree crops. Euphytica 96:101–114

    Article  Google Scholar 

  • Bouvet JM, Saya A, Vigneron PH (2009) Trends in additive, dominance and environmental effects with age for growth traits in Eucalyptus hybrid populations. Euphytica 165:35–54

    Article  Google Scholar 

  • Brun LA, Sounigo O, Coulibaly N, Cilas C (1997) Methods of analysis for studying cocoa (Theobroma cacao L.) susceptibility to mirids. Euphytica 94:349–359

    Article  Google Scholar 

  • Cilas C, Bouharmont P, Bar-Hen A (2003) Yield stability in Coffea canephora from diallel mating designs monitored for 14 years. Heredity 91:528–532

    Article  CAS  Google Scholar 

  • Cilas C, Machado R, Motamayor JC (2010) Relations between several traits linked to sexual plant reproduction in Theobroma cacao L.: number of ovules per ovary, number of seeds per pod, and seed weight. Tree Genet Genomes 6:219–226

    Article  Google Scholar 

  • Cilas C, Montagnon C, Bar-Hen A (2011) Yield stability in clones of Coffea canephora in the short and medium term: longitudinal data analyses and measures of stability over time. Tree Genet Genomes 7:421–429

    Article  Google Scholar 

  • Clément D, Eskes A, Sounigo O, N’goran J (1993) Amélioration génétique du cacaoyer en Côte d’Ivoire. In: Présentation d’un nouveau schéma de sélection. 11ème Conférence Internationale sur la Recherche Cacaoyère, Yamoussoukro (Côte d’Ivoire), pp 451–455

  • dos Santos Dias LA, Kageyama PY (1998) Repeatability and minimum harvest period of cacao (Theobroma cacao L.) in Southern Bahia. Euphytica 102:29–35

    Article  Google Scholar 

  • Euler FV, Baradat P, Lemoine B (1992) Effects of plantation density and spacing on competitive interactions among half-sib families of maritime pine. Can J For Res 22:482–489

    Article  Google Scholar 

  • Evans LT, Fischer RA (1999) Yield potential: its definition, measurement, and significance. Crop Sci 39:1544–1551

    Article  Google Scholar 

  • Falconer DS (1974) Introduction à la génétique quantitative. Masson, Paris, 284p

  • Genolini C, Falissard B (2011) KmL: a package to cluster longitudinal data. Comput Methods Programs Biomed 104:112–121

    Article  Google Scholar 

  • Genolini C, Alacoque X, Sentenac M, Arnaud C (2015) kml and kml3d: R Packages to Cluster Longitudinal Data. J Stat Softw 65:1–34

    Article  Google Scholar 

  • Glynn D (2014) Correspondence analysis: exploring data and identifying patterns. In: Glynn D, Robinson J (eds) Corpus methods for semantics: quantitative studies in polysemy and synonymy. John Benjamins Publishing Company, Amsterdam, pp 443–485

    Chapter  Google Scholar 

  • Gwaze DP, Bridgwater FE, Williams CG (2002) Genetic analysis of growth curves for woody perennial species, Pinus taeda L. Theor Appl Genet 105:526–531

    Article  Google Scholar 

  • Jaffrézic F, Thompson R, Hill WG (2003) Structured antedependence models for genetic analysis of repeated measures on multiple quantitative traits. Genet Res 82:55–65

    Article  Google Scholar 

  • Kassambara A, Mundt F (2017) factoextra: Extract and Visualize the Results of Multivariate Data Analyses. R package version 1.0.5. https://CRAN.R-project.org/package=factoextra

  • Lachenaud P, Montagnon C (2002) Competition effects in cocoa (Theobroma cacao L.) hybrid trials. Euphytica 128:97–104

    Article  CAS  Google Scholar 

  • Lachenaud P, Eskes A, N’Goran JAK, Clément D, Kébé I, Tahi M, Cilas C (2001) Premier cycle de sélection récurrente en Côte d’Ivoire et choix des géniteurs du second cycle. In Proceedings of the 13th international cocoa research conference 9–14, Sabah, Malaysia. Cocoa Producers’ Alliance, Lagos

  • Le S, Josse J, Husson F (2008) FactoMineR: an R Package for Multivariate Analysis. J Stat Softw 25:1–18

    Article  Google Scholar 

  • Lebart L, Morineau A, Pitron M (1995) Statistique exploratoire multidimensionnelle. Dunod Editeur, Paris

    Google Scholar 

  • McFadyen LM, Robertson D, Sedgley M, Kristiansen P, Olesen T (2011) Post-pruning shoot growth increases fruit abscission and reduces stem carbohydrates and yield in macadamia. Ann Bot 107:993–1001

    Article  CAS  Google Scholar 

  • Montagnon C, Flori A, Cilas C (2001) A new method to assess competition in coffee clonal trials with single-tree plots in Côte d’Ivoire. Agron J 93:227–231

    Article  Google Scholar 

  • Mustiga GM, Gezan SA, Phillips-Mora W, Arciniegas-Leal A, Mata-Quirós A, Motamayor JC (2018) Phenotypic description of Theobroma cacao L. for yield and vigor traits from 34 hybrid families in Costa Rica based on the genetic basis of the parental population. Frontiers in plant science 9

  • Ndoumbé M, Bieysse D, Cilas C (2001) Multi-trait selection in a diallel crossing scheme of cocoa. Plant Breeding 120:365–367

    Article  Google Scholar 

  • R Core Team (2017) R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. URL https://www.R-project.org/

  • Reddy YTN, Kurian RM, Ramachander PR, Singh G, Kohli RR (2002) Long-term effects of rootstocks on growth and fruit yielding patterns of “Alphonso” mango (Mangifera indica L.). Sci Hortic 97:95–108

    Article  Google Scholar 

  • Sanchez PA (2002) Soil fertility and hunger in Africa. Science 295(5562):2019–2020

    Article  CAS  Google Scholar 

  • SAS Institute Inc. (2011) Base SAS® 9.3 Procedures Guide. Cary, NC: SAS Institute Inc

  • Shao J, Tu D (1995) The Jackknife and Bootstrap. Springer, NewYork, p 516

    Book  Google Scholar 

  • Silva GAP, Gouvêa LRL, Verardi CK, de Oliveira ALB, de Souza Gonçalves P (2014) Annual growth increment and stability of rubber yield in the tapping phase in rubber tree clones: implications for early selection. Ind Crops Prod 52:801–808

    Article  Google Scholar 

  • Sounigo O, Coulibaly N, Brun L, N’Goran J, Cilas C, Eskes AB (2003) Evaluation of resistance of Theobroma cacao L. to mirids in Côte d’Ivoire: results of comparative progeny trials. Crop protection 22:615–621

    Article  Google Scholar 

  • Tahi GM, Lachenaud P, N’Goran JAK, Kébé IS, Paulin D, N’Guessan KF, Cilas C, Eskes A (2010) Second cycle de sélection récurrente du cacaoyer (Theobroma cacao L.) en Côte d’Ivoire: bilan à mi-parcours et propositions de sorties variétales. In: 16th International Cocoa Research Conference. Proceedings: towards rational cocoa production and efficient use ofr a sustainable world cocoa economy. Lagos: Cocoa Producers’ Alliance, pp 3–12. International Conference on Cocoa Research. 16, 2009-11-16/2009-11-21, Bali (Indonesia)

  • Valle RR, De Almeida AA, De O Leite RM (1990) Energy costs of flowering, fruiting, and cherelle wilt in cacao. Tree Physiol 6:329–336

    Article  CAS  Google Scholar 

  • Verbeke G, Molenberghs G (2000) Linear mixed models for longitudinal data. Springer Verlag, New York

    Google Scholar 

  • Wickham H (2009) ggplot2: elegant graphics for data analysis. Springer, New York

    Book  Google Scholar 

  • Zamudio F, Wolfinger R, Stanton B, Guerra F (2008) The use of linear mixed model theory for the genetic analysis of repeated measures from clonal tests of forest trees. I. A focus on spatially repeated data. Tree Genet Genomes 4:299–313

    Article  Google Scholar 

  • Zimmerman DL, Núñez-Antón V (1997) Structured antedependence models for longitudinal data. In: Gregoire TG, Brillinger DR, Diggle P, Russek-Cohen E, Warren WG, Wolfinger RD (eds) Modelling longitudinal and spatially correlated data. Springer, New York, pp 63–76

    Chapter  Google Scholar 

Download references

Acknowledgements

We should like to thank the organizations associated with this study, notably the Centre National de Recherche Agronomique (CNRA) in Côte d’Ivoire and Peter Biggins for reviewing the English version.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Christian Cilas.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Tahi, M., Trebissou, C., Ribeyre, F. et al. Variation in yield over time in a cacao factorial mating design: changes in heritability and longitudinal data analyses over 13 consecutive years. Euphytica 215, 106 (2019). https://doi.org/10.1007/s10681-019-2429-y

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s10681-019-2429-y

Keywords

Navigation