In the female participants, those with low iron tended toward DM and malnutrition–inflammation, followed by higher MIS, higher UPCR, lower Hb, lower albumin, elevated WBC, elevated CRP, and elevated HbA1c in comparison with those with normal iron. The gene discussed is ALB; the disease is nutritional deficiency disease.