The strongest predictors identified were the elevated inflammatory markers (CRP, WBC, ESR), radiographic evidence of osteomyelitis, a U-shaped association with triglycerides (both low and high levels), prior amputation, shorter diabetes duration, higher LDL-C, lower BMI, and reduced eGFR. This evidence concerns the gene CRP and diabetes mellitus.