Recent findings from the COPSAC2010 trial and EDEN cohort suggest that high-dose prenatal vitamin D's protective effect against atopic dermatitis is significantly enhanced in children of mothers exposed to tobacco, highlighting a potential personalized prevention strategy for high-risk pregnancies.