The present invention provides pharmacological interventions for the treatment of dyslipidemia, and to the reduction of residual risk of cardiovascular disease and adverse cardiovascular events in patients on intense statin use or with well-controlled LDL-C concentrations. In particular, the invention relates to the use of pemafibrate to prevent cardiovascular events in populations at-risk due to risk factors such as type 2 diabetes mellitus with dyslipidemia in spite of intense statin use or well-controlled LDL-C.