pLOF variants in the gene GPR151 protect against obesity and type 2 diabetes, in the gene IL33 against asthma and allergic disease, and in the gene IFIH1 against hypothyroidism. This evidence concerns the gene IFIH1 and obesity due to melanocortin 4 receptor deficiency.