It may be possible to do better in such a setting by using genuine “multiple imputation” methods. However, in our setting, by applying a mixture of regression models, we hope to capture a range of possible phenotype-genotype relationships, and the gain from multiple imputation over the mixture model should not be large. Therefore, we felt that the mixture model provided a close approximation to an optimal analysis procedure.
