In the model proposed in the present study, the classification of five types of cancers simultaneously was enhanced with ‘Non BRCA1/BRCA2 familial breast cancer’, also a class under study, yielding a recall value of 0.92 and precision of 0.89. Here, BRCA1 is linked to hereditary breast carcinoma.