The association of ORM1 with visual impairment and anemia could relate to ORM1’s known function in modulating inflammation; chronic inflammation is an influencing factor in chronic disease conditions like macular degeneration or anemia, and thus, genetically higher levels of ORM1 (anti-inflammatory) might be protective in these contexts. The gene discussed is ORM1; the disease is anemia (phenotype).