Another part of this study will look at blood and tissue samples. Blood samples will be collected to see how many cells express EGFR and HER2 before study treatment and at the time the cancer gets worse. Tumor tissue will be analyzed to look at the expression of certain genes in advanced urothelial cancer. Some gene expression tests can reveal how cancer cells are different from normal cells and the results might lead to more accurate diagnosis and treatment.