Testing for causality in covarying traits: Genes and latitude in a molecular world

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Abstract

Many traits are assumed to have a causal (necessary) relationship with one another because of their common covariation with a physiological, ecological or geographical factor. Herein, we demonstrate a straightforward test for inferring causality using residuals from regression of the traits with the common factor. We illustrate this test using the covariation with latitude of a proxy for the circadian clock and a proxy for the photoperiodic timer in Drosophila and salmon. A negative result of this test means that further discussion of the adaptive significance of a causal connection between the covarying traits is unwarranted. A positive result of this test provides a point of departure that can then be used as a platform from which to determine experimentally the underlying functional connections and only then to discuss their adaptive significance. © 2011 Blackwell Publishing Ltd.

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O’Brien, C., Bradshaw, W. E., & Holzapfel, C. M. (2011, June). Testing for causality in covarying traits: Genes and latitude in a molecular world. Molecular Ecology. https://doi.org/10.1111/j.1365-294X.2011.05133.x

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