A potential explanation for the opposite direction of association between observational studies and MR could be that compensatory mechanisms and environmental factors influence protein expression,30 leading to elevated levels of NT-proBNP/BNP in individuals with hypertension to counteract increases in BP levels. This evidence concerns the gene NPPB and hypertensive disorder.