In a hospital-based biorepository of predominantly non-Hispanic Black and Hispanic women, the prevalence of anemia during pregnancy and at delivery was high, differed by race and ethnicity, and predicted neonatal Hb. Here, GSTM1 is linked to anemia (phenotype).