Target specificity in cancer treatment refers to the ability of therapies to selectively attack cancer cells while sparing normal, healthy cells. This concept is crucial because traditional cancer treatments, such as chemotherapy and radiation therapy, often affect both cancerous and healthy cells, leading to significant side effects.