<b>Conclusions:</b> This study suggests that Hb levels may exert a beneficial causal effect on global quality of life in cancer patients with anemia and among those with stage 4 disease and cancers other than breast, lung, or colorectal cancer. Here, GSTM1 is linked to anemia (phenotype).