HLA-G and diabetes mellitus: SHAP dependence plots revealed interactions between β2-microglobulin and hemoglobin, as well as diabetes modifying the protective effect of higher hemoglobin.<h4>Conclusion</h4>We developed and validated an interpretable SVM-based classification model for identifying RLS in ESRD patients using readily available clinical variables.