With the aim of validating the usefulness of our method, our proposed prediction model with fewer false positives was applied to the PubChem Compound database in order to predict the potential ligands for the “androgen receptor”, which is one of the genes responsible for prostate cancer. Here, AR is linked to Familial prostate cancer.