Being obese could lead to a greater risk of developing the most common form of renal cell cancer, according to a study of 1,640 patients. Researchers discovered that obese patients with kidney tumors had 48 percent higher odds of developing a clear-cell renal cell cancer than patients with a body mass index of less than 30. And the odds increased by 4 percent for every extra BMI point.