A gene-specific prediction tool for classifying and interpreting gene tests is described. The prediction tool includes a classifier trained and tested using databases of gene variants and their known phenotypes. The classifier uses differences between features of amino acids in obtaining attributes used to perform classification and generate predictions, including for benign and pathologic outcomes, for uncertain gene variants.