IL6 and Insulin resistance: Third, although all analyses were multivariable-adjusted, many important potential confounders were not uniformly included across cohorts, such as inflammatory markers (hs-CRP, IL-6), renal function (eGFR), insulin resistance/HOMA-IR, depression, socioeconomic status, and physical activity levels.