Last time I had one of those sounds, it was a tread separation in the tire. You might want to check it out, or have it done if you don't feel confident. Not to cause any panic, but if it is one, that's a safety issue.

Life is not like a box of chocolates. It is like a bag of Jalapenos: What you do today can burn your a$$ tomorrow.