In contrast to our growing understanding of patterns of additive genetic variance in single-and multi-trait combinations, the relative contribution of nonadditive genetic variance, particularly dominance variance, to multivariate phenotypes is largely unknown. While mechanisms for the evolution of dominance genetic variance have been, and to some degree remain, subject to debate, the pervasiveness of dominance is widely recognized and may play a key role in several evolutionary processes. Theoretical and empirical evidence suggests that the contribution of dominance variance to phenotypic variance may increase with the correlation between a trait and fitness; however, direct tests of this hypothesis are few. Using a multigenerational breeding design in an unmanipulated population of Drosophila serrata, we estimated additive and dominance genetic covariance matrices for multivariate wing-shape phenotypes, together with a comprehensive measure of fitness, to determine whether there is an association between directional selection and dominance variance. Fitness, a trait unequivocally under directional selection, had no detectable additive genetic variance, but significant dominance genetic variance contributing 32% of the phenotypic variance. For single and multivariate morphological traits, however, no relationship was observed between trait-fitness correlations and dominance variance. A similar proportion of additive and dominance variance was found to contribute to phenotypic variance for single traits, and double the amount of additive compared to dominance variance was found for the multivariate trait combination under directional selection. These data suggest that for many fitness components a positive association between directional selection and dominance genetic variance may not be expected.KEYWORDS genetic variance; animal model; dominance; fitness C HARACTERIZING the genetic basis of phenotypes and the form and resulting consequences of selection on these phenotypes is a major goal of evolutionary biology. Substantial effort has been devoted to estimating additive genetic variance in metric traits and fitness components (Falconer and Mackay 1996;Lynch and Walsh 1998), establishing that the majority of metric traits have additive genetic variance and a heritability in the range of 0.2-0.6 (Lynch and Walsh 1998). More recently, the necessity of examining multivariate patterns of additive genetic variance and selection has been emphasized (Walsh and Blows 2009) and shown to influence the multivariate response to selection in laboratory (e.g., McGuigan and Blows 2009;Hine et al. 2014) and natural populations (Clements et al. 2011;Morrissey et al. 2012). In particular, additive genetic variance in all single traits often does not equate to genetic variance in all multivariate trait combinations (Hine and Blows 2006;Blows 2007;Walsh and Blows 2009), and a response to selection in trait combinations with low levels of additive genetic variance may be stochastic in nature .In contrast to our growing und...