If you want the same drape use a DK yarn. The yarn suggested is a DK.
Here it is and you can see that it also is 22 stitches over 4 inches. Whenever you use a different yarn you want to use the same gauge as the yarn suggested. The pattern gauge is different in this case because of the needle size.