Looking for a book that combined nursery rhymes into one story.

This book was read to us when we were children. I remember it combining several nursery rhymes (mother goose nursery rhymes I believe). I don't remember the overall story, unfortunately. Does anyone know what this book may be called? I'd really appreciate your help!