Yes, you can use different parts of the chicken. I have tried the whole chicken legs and worked well with this recipe. If you plan to use chicken drumsticks for this dish, I recommend either soaking them in cold water before adding them into the pan or parboiling them instead, due to higher content of blood in the bones.