Multivariate analysis identified NLR and monocyte GLUT-1 expression as independent predictors of insulin resistance.<h4>Conclusion</h4>Elevated inflammatory indices and increased GLUT-1 expression in immune cells are significantly associated with insulin resistance in rheumatoid arthritis, supporting their potential role in metabolic risk stratification. Here, SLC2A1 is linked to rheumatoid arthritis.