Methods for preventing, ameliorating, or reducing dermatological signs of aging are provided which employ active agents that modulate the PLOD-2 enzyme in the skin. Also provided are methods for screening for substances which modulate PLOD-2 enzyme levels and the methods of using active agents identified by the screening protocol in the treatment of skin.