In this study, we identified pLOF variants that protect against obesity (GPR151), asthma (GSDMB, IL33), autoimmune disorders (IFIH1), and coronary artery disease (PDE3B), prioritizing genes and pathways for which pharmacologic attempts to mimic these protective mutations might ameliorate disease. Here, IL33 is linked to asthma.