Our results align with the study by Noshiro et al. [17] who reported that women with anemia in the third trimester had significantly lower levels of RBC, HGB, HCT, and ferritin in the first trimester compared to those without anemia. The gene discussed is CYGB; the disease is anemia (phenotype).