title: Studying morphological integration and modularity at multiple levels: concepts and analysis.
abstract: Although most studies on integration and modularity have focused on variation among individuals within populations or species, this is not the only level of variation for which integration and modularity exist. Multiple levels of biological variation originate from distinct sources: genetic variation, phenotypic plasticity resulting from environmental heterogeneity, fluctuating asymmetry from random developmental variation and, at the interpopulation or interspecific levels, evolutionary change. The processes that produce variation at all these levels can impart integration or modularity on the covariance structure among morphological traits. In turn, studies of the patterns of integration and modularity can inform about the underlying processes. In particular, the methods of geometric morphometrics offer many advantages for such studies because they can characterize the patterns of morphological variation in great detail and maintain the anatomical context of the structures under study. This paper reviews biological concepts and analytical methods for characterizing patterns of variation and for comparing across levels. Because research comparing patterns across level has only just begun, there are relatively few results, generalizations are difficult and many biological and statistical questions remain unanswered. Nevertheless, it is clear that research using this approach can take advantage of an abundance of new possibilities that are so far largely unexplored.
authors.affiliation: Faculty of Life Sciences, University of Manchester, Michael Smith Building, Oxford Road, Manchester M13 9PT, UK cpk@manchester.ac.uk.
authors.forename: Christian Peter
authors.initials: CP
authors.lastname: Klingenberg
mesh_terms: D005075:Biological Evolution; D008954:Models, Biological; D009024:Morphogenesis / Q000502:physiology*; D010641:Phenotype; D049490:Systems Biology / Q000379:methods*
keywords: allometry; covariation; evolution; geometric morphometrics; modularity; morphological integration