This is an investigational study. Nab-paclitaxel is commercially available and FDA approved for use in breast cancer and for "systemic" use only. Systemic therapies affect the body as a whole. It is investigational to give nab-paclitaxel directly into the liver and to give it to patients with advanced cancer. At this time, giving it directly into the liver of patients with advanced cancer is only being done in research.