Well, the yardage per ball of the yarn asked for is 82yds/50g skein and the label gauge is 14sts & 22rows/4". You would need to look for something comparable to that for it to work with the pattern you have.
I don't know much about chenille yarn, but here is a link
from Knitpicks that shows their lines of yarn that fall into the bulky category. There's lots of nice ones there at reasonable prices.