This is an observational study of tumor samples and MRI imaging in patients with colorectal, melanoma, breast, renal cell, lung, bladder, head and neck, ovarian and thyroid cancers. A tumor sample, MRI scans, and treatment outcome data will be used for research purposes to see if it is possible to predict patients' response to treatment.