Conditions such as anemia, sickle cell disease, and hypoxia, characterized by impaired Hb functionality or reduced Hb levels, have been linked to increased risk or worse outcomes in AD, PD, and ALS patients, suggesting the potential importance of adequate Hb levels to mitigate oxidative stress. The gene discussed is GSTM1; the disease is amyotrophic lateral sclerosis.