Pax9 is a gene belonging to the family of paired-box genes that encode transcription factors involved in organogenesis. Defects in Pax9 can lead to various types of cancer as well as a condition known as oligodontia which causes missing teeth in individuals. A random forest model was used to predict the phenotypic effect of variants of PAX9.