R.A. Fisher first applied variance component models to genetics problems in the early 1900s. They continue to be important models, because of their extensibility and flexibility. I will introduce the basic biometric model which is used to estimate heritability, the extension to quantitative trait locus (QTL) mapping which is used to estimate gene locations and a gene-by-environment interaction...