European Journal of Forest Research

, Volume 129, Issue 4, pp 645–658

Transferring Atlantic maritime pine improved material to a region with marked Mediterranean influence in inland NW Spain: a likelihood-based approach on spatially adjusted field data

Original Paper

DOI: 10.1007/s10342-010-0365-4

Cite this article as:
de la Mata, R. & Zas, R. Eur J Forest Res (2010) 129: 645. doi:10.1007/s10342-010-0365-4


The inland region of Galicia (NW Spain) marks the boundary between the Atlantic climate of the coastal area and the typical Mediterranean climate of central Spain. Compared to the Atlantic coast, climate in this area has a pronounced summer drought, lower annual precipitation, and higher annual thermal oscillation. Despite the high productivity and ecological importance of maritime pine in inland Galicia, local forest reproductive material (FRM) of high genetic quality is not available for this area. Seed sources originating elsewhere and of unknown adaptation to this area are commonly used for reforestation. With the aim of finding new sources of FRM for this region and exploiting the genetic gains of existing breeding programmes, we analysed the performance in field conditions of improved families of the Coastal Galicia (CG) and Western Australia (WA) breeding programmes. Growth, stem characteristics and branch habit were evaluated in five progeny trials established following a coastal-to-inland gradient. Likelihood-based analyses were used to estimate genetic correlations between environments and to test statistically for causes and patterns of genotype × environment interaction. Because of the strong non-random spatial structures and heterogeneity of residual variances, the analyses were carried out using heterogeneous residual variance mixed models on spatially adjusted data. The results indicated that there is not sufficient evidence to subdivide Galicia into the two current deployment areas. Interaction patterns do not reveal significant differences between zones, and crossover interactions for height growth are present both between and within areas. On the inland sites, the Atlantic improved materials clearly outperformed unimproved seedlots tested in adjacent provenance trials, suggesting the feasibility of using both the CG and WA breeding materials as sources of FRM for reforestation in inland Galicia. Of the two, the WA material showed excellent results for all traits. The inclusion of this material into the Galician maritime pine breeding population should be strongly considered.


Pinus pinaster Progeny trial Iterative spatial analysis Genotype × environment interaction Spatial autocorrelation REML estimation Genetic correlation Variance–covariance matrix Heterogeneous variance models 

Supplementary material

10342_2010_365_MOESM1_ESM.doc (522 kb)
Supplementary material 1 (DOC 523 kb)

Copyright information

© Springer-Verlag 2010

Authors and Affiliations

  1. 1.Centro de Investigación Forestal de LourizánPontevedraSpain
  2. 2.Misión Biológica de Galicia, CSICPontevedraSpain