“…In forest trees, the candidate gene association study (AS) approach has identified SNPs and genes linked to wood and growth traits in many tree species such as Eucalyptus nitens (Thumma et al ., 2009), Populus spp, (Ingvarsson et al ., 2008; Wegrzyn et al ., 2010; Guerra et al ., 2013), pines (Dillon et al ., 2010; Cumbie et al ., 2011; Jaramillo‐Correa et al ., 2015) and spruces (Beaulieu et al ., 2011; Prunier et al ., 2013). However, the variation in quantitative traits explained by individual SNP markers is generally low and rarely exceeds 5% (Dillon et al ., 2010; Guerra et al ., 2013), consistent with multigenic control (Evans et al ., 2014) and the relatively shallow genomic sampling in most studies to date (< 1% and 10% of estimated gene coding loci per genome) (Nystedt et al ., 2013; Neale et al ., 2014).…”