Hi - I've not made that pattern, but just looking at it on line, I don't think it would work for non-stretch. They are pull-on, so would be hard to get on if your hips are bigger than your waist even with the elastic waist. Also, stretch patterns tend to be cut with less "ease" (built in extra fabric to allow movement) than woven patterns, so it also almost certainly come out too small in a woven.
You could measure the pattern itself and see how it compares to your measurements - you normally need 5-10cm (2-4") of wearing ease to move in wovens, so possibly it would work in a slightly bigger size.