Our study showed that after adjusting for confounding factors, a low serum IGF-1 level was independently associated with anemia in patients undergoing MHD in different multivariable regression models, and positive correlations were observed between IGF-1 levels and albumin, prealbumin, and transferrin levels in this population. The gene discussed is ALB; the disease is anemia (phenotype).