SAR involves the systematic modification of a lead compound and the evaluation of its biological activity. Scientists create a series of derivatives by altering functional groups, ring systems, or substituents. These derivatives are then tested to determine how changes in their chemical structure affect their ability to inhibit cancer cell growth, induce apoptosis, or interfere with specific cellular pathways.