Genetic factors play a significant role in the risk of developing alcohol dependence. Variations in genes encoding enzymes like ADH and ALDH can affect alcohol metabolism and influence susceptibility. Studies have also identified genetic polymorphisms in the dopamine receptor genes that may contribute to addictive behaviors.