Before you can start treatment on this study, you will have what are called "screening tests". These tests will help the doctor decide if you are eligible to take part in the study. You will have a complete medical history and physical exam. Blood (between 1-2 teaspoons) will be collected for routine tests. You will have scans (MRI or CT) to check on the status of your cancer as ordered by your primary physician. Women who are able to have children must have a negative blood pregnancy test. As part of the study researchers will also look at the tissue of your original cancer. Special stains will be done that will help find ways in which researchers can predict the response of your cancer to RAD001.