Yes you can, I actually prefer chicken thighs with skin on for this recipe but my family prefers chicken breast, so I definitely alternate the chicken cut and it all works out just fine. Broiling for few minutes at the end makes the skin on chicken thighs crispy and it's just so flavorful.