Thickness matters. If you must, go with tights instead of pantyhose. JC Penney makes a good pair with a tight weave. Still, they won't be as warm nor work as effectively as cycling specific gear. The might be OK as an underlayer for cool days, but hard core winter riding will require a heavier material. Don't expect miracles.