After adjusting for the same confounders mentioned above in different models, the nine-model multivariate binary logistic regression analyses also confirmed that lower serum IGF-1 levels and serum IGF-1 < 197.03 ng/ml were both independently associated with anemia in patients undergoing MHD (Table 5). The gene discussed is IGF1; the disease is anemia (phenotype).