Mice are cheap, live fairly short lives (a big plus if you're studying hereditary things), easy to handle, genetically quite similar to us, and research mice have been bred to the point of near0uniformity in genetic terms, making for greater reproducibility. Additionally, there are transgenci mice that can express human genes, and mice with no immune systems which are ideal for studying disease.