Noise on startup

My computer has fairly recently started to make a lot of noise on startup. The noise comes from inside the tower. The computer is noisy for a few minutes and, then, the noise stops. This happens at most startups.
Is this a cause for concern? Otherwise, the computer works fine. I tried to attach a recording of the noise, but this site wouldn’t let me..