Using the breast cancer study [18] as an example, it was found that the known eight famous genes—BRCA1, BRCA2, PALB2, BARD1, RAD51C, RAD51D, and ATM—in breast cancer research and practice actually lead to very low accuracy in predicting breast cancer status at the stage of diagnosis. The gene discussed is ATM; the disease is breast cancer.