Conversely, we found that higher serum adiponectin levels were associated with higher serum IL-6 levels in our dialysis cohort, which also stands in contrast to observations in the non-CKD/ESKD population (Supplementary Figure S3). This evidence concerns the gene IL6 and chronic kidney disease.