You can swap drumsticks for bone-in chicken thighs or whole chicken legs with drumsticks and thighs. Just add a few extra minutes to the cooking time to ensure doneness. If you use boneless chicken thighs or chicken breasts, the cooking time should be about the same as in the original recipe.