Can I start gym with one kidney?

I am 24 years old. My left kidney was remove at the age of 9. I play football. I am very skinny, so I want to start gym (weight lifting exercises). Do I have to take any precautions or is it harmful? Now i only do push-ups but i want to gain some muscle. I do not want to do any supplyments.