Quantitative structure-activity relationship is a computational modeling approach that establishes a mathematical relationship between variations in the structural or physicochemical properties of chemical compounds and their biological or chemical activity. This method utilizes molecular descriptors to build predictive models, facilitating the understanding of structure-activity relationships and enabling the rational design and optimization of new molecules with desired properties.