Based on combined perusal of our CAS Content Collection warhead dataset along with FDA approved covalent inhibitors (Supplementary table ), we chose to focus on the following warheads: acrylamide (a subset/derivative of α, β unsaturated carbonyls), α-ketoamides and boronic acids, nitriles, epoxides, and aldehydes, due to their long and substantial publication history.