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Journal of Forests

June 2020, Volume 7, 1, pp 1-8

Evaluating Variation in Seed Quality Attributes in Pinus Patula Clonal Orchards using Cone Cluster Analysis

Jesse Omondi Owino


Peter Murithi Angaine


Alice Adongo Onyango


Samson Okoth Ojunga


John Otuoma

Jesse Omondi Owino 1 ,

Peter Murithi Angaine 1 Alice Adongo Onyango 3
Samson Okoth Ojunga 1 John Otuoma 5

  1. Rift Valley Ecoregion Research Program Kenya Forestry Research Institute (KEFRI)Londiani, Kenya. 1

  2. Rift Valley Ecoregion Research Program Kenya Forestry Research Institute (KEFRI)Londiani, Kenya; Department of Natural Resources Management Faculty of Environment and Resources Development Egerton University Egerton, Kenya. 3

  3. Lake Victoria Basin Ecoregion Research Program Kenya Forestry Research Institute (KEFRI) Kisumu, Kenya. 5

Pages: 1-8

DOI: 10.18488/journal.101.2020.71.1.8

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Article History:

Received: 16 March, 2020
Revised: 20 April, 2020
Accepted: 22 May, 2020
Published: 12 June, 2020


Clonal seed orchards are majorly established for the production of seed of known quality attributes. However, these seed sources often cross-pollinate over the years, forming new varieties of unknown seed quality traits. Given the long period that it takes forestry tree species to naturalize through provenance trials, it is desirable to develop rapid techniques for assessing seed quality traits to support the expansion of clonal seed sources. We evaluated the variability in seed quality among Pinus patula clonal seed orchards based on three physical cone characteristics (length, diameter, and weight) using cluster analysis and Principal Component Analysis. The results indicated that cone length was the significant component controlling for the groupings, with width and weight having almost similar influencing power as factors. Cluster analysis identified five optimal natural groupings out of a possible 14 clusters. The optimal groups had values that could easily be used in the grading of cones. The results suggest that cluster analysis holds promise for tree improvement specialists as a rapid, unbiased, and novel technique for assessing clonal seed material at a reasonably affordable cost. It is expected that future seed harvests in Pinus patula seed orchards will target cone length as an indicator of superior seed quality.
Contribution/ Originality
This study uses a new estimation methodology based on P. patula cone morphometric characteristics. The length of cone, the diameter of cone, the weight of cone and seed yield per cone from clonal seed orchards of in Londiani, Kenya are assessed using principal component analysis and cluster analysis methodologies.


Pinus patula, Cone characteristics, Principal component analysis, Cluster analysis, Seed quality, Seed yield.


[1]          A. Sivacioğlu and S. Ayan, "Evaluation of seed production of scots pine (Pinus sylvestris L.) clonal seed orchard with cone analysis method," African Journal of Biotechnology, vol. 7, pp. 4393-4399, 2008.

[2]          F. Colas and M. Lamhamedi, "Production of a new generation of seeds through the use of somatic clones in controlled crosses of black spruce (Picea mariana)," New Forests, vol. 45, pp. 1-20, 2014. Available at:

[3]          B. T. Styies and P. S. Mccarter, "The botany, ecology, distribution and conservation status of Pinus patula ssp. tecunumanii in the Republic of Honduras," Ceiba, vol. 29, pp. 3–30, 1988.

[4]          A. Nel, "Factors influencing controlled pollination of Pinus patula," Doctoral Dissertation, University of Natal, 2002.

[5]          R. Ennos, C. Joan, H. Jeanette, and O. B. David, "Is the introduction of novel exotic forest tree species a rational response to rapid environmental change? – A British perspective," Forest Ecology and Management. Elsevier, vol. 432, pp. 718–728, 2019. Available at: 10.1016/j.foreco.2018.10.018.

[6]          M. G. Iwaizumi, M. Ubukata, and H. Yamada, "Within-crown cone production patterns dependent on cone productivities in Pinus densiflora: Effects of vertically differential, pollination-related, cone-growing conditions," Botany, vol. 86, pp. 576-586, 2008. Available at:

[7]          J. Burley, "Methodology for provenance trials in the tropics. Retrieved from: . [Accessed 24 May 2016]," 1969.

[8]          A. Skordilis and C. A. Thanos, "Seed stratification and germination strategy in the Mediterranean pines Pinus brutia and P. halepensis," Seed Science Research, vol. 5, pp. 151-160, 1995. Available at:

[9]          C. Fredrick, M. Catherine, N. Kamau, and S. Fergus, "Provenance and pretreatment effect on seed germination of six provenances of Faidherbia albida (Delile) A. Chev," Agroforestry Systems. Springer Netherlands, vol. 91, pp. 1007–1017, 2017. Available at: 10.1007/s10457-016-9974-3.

[10]        M. Martin, S. Newman, J. Aber, and R. Congalton, "Determining forest species composition using high spectral resolution remote sensing data," Remote Sensing of Environment, vol. 65, pp. 249-254, 1998. Available at:

[11]        K. Y. Peerbhay, O. Mutanga, and R. Ismail, "Does simultaneous variable selection and dimension reduction improve the classification of Pinus forest species?," Journal of Applied Remote Sensing, vol. 8, p. 085194, 2014. Available at:

[12]        J. G. Martins, L. S. Oliveira, J. A. S. Britto, and R. Sabourin, "Forest species recognition based on dynamic classifier selection and dissimilarity feature vector representation," Machine Vision and Applications, vol. 26, pp. 279–293, 2015. Available at: 10.1007/s00138-015-0659-0.

[13]        N. N. Besschetnova, V. P. Besschetnov, N. A. Babich, and V. A. Bryntcev, "Physiological Differentiation of the Plus Trees of Scots Pine: Seasonal Status of Xylem," 2018.

[14]        A. Eitzinger, "Climate change adaptation: From science knowledge to local implementation. LMU München. Retrieved from:," 2018.

[15]        T. Adeyemo, P. Amaza, V. Okoruwa, V. Akinyosoye, K. Salman, and A. Abass, "Determinants of intensity of biomass utilization: Evidence from cassava smallholders in Nigeria," Sustainability, vol. 11, p. 2516, 2019. Available at:

[16]        A. Ayari, D. Moya, M. Rejeb, A. B. Mansoura, A. Albouchi, J. De Las Heras, T. Fezzani, and B. Henchi, "Geographical variation on cone and seed production of natural Pinus halepensis Mill. forests in Tunisia," Journal of Arid Environments, vol. 75, pp. 403-410, 2011. Available at:

[17]        J. Albrecht, Tree seed handbook of Kenya. Nairobi, Kenya: GTZ Forestry Seed Centre Muguga. Edited by W. Omondi, J. O. Maua, and F. N. Gachathi, 2nd ed. Nairobi: Kenya Forestry Research Institute, 1993.

[18]        P. M. Angaine, A. A. Onyango, and J. O. Owino, "Morphometrics of Pinus patula crown and its effect on cone characteristics and seed yield in Kenya," Journal of Horticulture and Forestry, 2020.

[19]        A. A. Onyango, P. M. Angaine, and J. O. Owino, "Patula pine (Pinus patula) cone opening under different treatments for rapid seed extraction in Londiani, Kenya," Journal of Horticulture and Forestry, 2020.

[20]        M. J. Crawley, "‘Multivariate statistics’ in The R Book," 2nd ed Chichester, UK: John Wiley & Sons, Ltd, 2013, pp. 809–824.

[21]        P. Bartlein, "Principal components and factor analysis, geographic data analysis. Retrieved from: . [Accessed 2 May 2020]," 2018.

[22]        R. B. Darlington, "Factor analysis. Retrieved from: . [Accessed 2 May 2020]," 2020.

[23]        N. Gooroochurn and G. Sugiyarto, "Competitiveness indicators in the travel and tourism industry," Tourism Economics, vol. 11, pp. 25–43, 2005. Available at: 10.5367/0000000053297130.

[24]        A. Reusova, "Hierarchical clustering on categorical data in R, towards data science. Retrieved from: [Accessed 2 May 2020]," 2018.

[25]        D. Ortiz-Gonzalo, V. Philippe, O. Myles, N. Andreasde, A. Alain, and S. R. Todd, "Farm-scale greenhouse gas balances, hotspots and uncertainties in smallholder crop-livestock systems in Central Kenya," Agriculture, Ecosystems and Environment. Elsevier, vol. 248, pp. 58–70, 2017. Available at: 10.1016/j.agee.2017.06.002.


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This study received no specific financial support.

Competing Interests:

The authors declare that they have no competing interests.


Authors are sincerely grateful to Kenya Forestry Research Institute’s management for the support They were accorded during the entire process of this work including the long-term management of the seed orchards from which cones used in this study was conducted. Their special thanks go to the following persons: Richard Siko for assistance with cone collection; Lydia Khibali and Jared Ogembo for laboratory support in cone measurements; Hutchson Githinji for driving the team to the field and finally Peter Erukia for sourcing and supply of materials and equipment.

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