IL6 and diabetes mellitus: For instance, glycemic variability, fasting insulin levels, and inflammatory markers (e.g., CRP, IL-6) could be associated with heart failure development and the decline in EF (14,15).These factors may provide a more comprehensive understanding of the cardiovascular effects of diabetes, and further investigation into these markers is recommended in future studies.