However, in a two-sample bidirectional Mendelian randomization study conducted by Kuppa, no evidence of reverse causation between CVD and CRP was found, but the causal effect turned out to be statistically significant when CVD was limited to hypertensive heart disease [36]. Here, CRP is linked to hypertensive heart disease.