which approximations work best under what circumstances, or to consider ways in which the approximations could be improved. We also note that the computational tricks employed here also apply to other settings, including the combined “variable selection plus random effects” model that has been widely studied for phenotype and breeding value prediction16, but which, without the trick used here, is computationally challenging to fit.