TY - JOUR T1 - Towards robust evolutionary inference with integral projection models JF - bioRxiv DO - 10.1101/064618 SP - 064618 AU - Maria João Janeiro AU - Marco Festa-Bianchet AU - Fanie Pelletier AU - David W. Coltman AU - Michael B. Morrissey Y1 - 2016/01/01 UR - http://biorxiv.org/content/early/2016/07/19/064618.abstract N2 - Integral projection models (IPMs) are extremely flexible tools for ecological and evolutionary inference. IPMs track the full joint distribution of phenotype in populations through time, using functions describing phenotype-dependent development, inheritance, survival and fecundity. For evolutionary inference, two important features of any model are the ability to (i) characterize relationships among traits (including values of the same traits across age) within individuals, and (ii) characterize similarity between individuals and their descendants. In IPM analyses, the former depends on regressions of observed trait values at each age on values at the previous age (development functions), and the latter on regressions of offspring values at birth on parent values as adults (inheritance functions). We show analytically that development functions, characterized this way, will typically underestimate covariances of trait values across ages, due to compounding of regression to the mean across projection steps. Similarly, we show that inheritance, characterized this way, is inconsistent with a modern understanding of inheritance, and underestimates the degree to which relatives are phenotypically similar. Additionally, we show that the use of a constant biometric inheritance function, particularly with a constant intercept, is incompatible with evolution. Consequently, we should expect current constructions of IPMs to predict little or no phenotypic evolution, purely as artifacts of their construction. We present alternative approaches to constructing development and inheritance functions, based on a quantitative genetic approach, and show analytically and by empirical example, using a population of bighorn sheep, how they can potentially recover patterns that are critical to evolutionary inference. ER -