I recently read something (not sewing or quilting related) from the 19th century, and at that time, "flannel" was made of wool, and a similar fabric made of cotton was known as "flannelette". I agree with Shelley, flannel tends to pill, whereas brushed cotton does not, but I can't define them properly. I'm anxious for a definitive answer.
