I use fleece quite frequently for baby and cuddle quilts -- it is so much softer and warmer. Keep in mind there are different kinds of fleece; make sure to use one that's marked as Anti-Pill. It will wash better and stay newer looking (and softer) longer.
Love your chickens by the way! Are they your own patterns?