These analyses, stratified by age, gender, ethnicity, cardiovascular history, heart failure, hyperlipidemia, hypertension, diabetes duration, HbA1c levels, and insulin treatment, showed consistent associations across all categories. This evidence concerns the gene INS and heart failure.