Modifier genes add complexity to precision medicine. A modifier gene is one that has genetic variants such as single nucleotide changes that differ from the most common sequence in the population. These variants do not cause disease by themselves but can lessen or exacerbate a different genetic disease phenotype by unknown mechanisms.