Can't see why you can't use pearl cotton! Try it then be sure to let us know how it works. I have used lightweight baby yarn to make big running quilting stitches for decorative effects on baby quilts, and it worked fine. Just go to the fabric or needlework shop to browse for the perfect size/lenth/eye hole for you.