Individuals with diabetes had significantly higher levels of Gal-4, higher prevalence of IHD, higher BMI, higher levels of GIP, triglycerides, cystatin c, and FPG, along with higher HOMA-IR, compared to individuals without diabetes. Here, LGALS4 is linked to diabetes mellitus.