Benchmarking genetic birth prevalence estimates against newborn screening data

Genetics-first prediction of disease prevalence based on pathogenic variant frequencies lacks systematic validation. We benchmarked genetic models for 28 recessive disorders against newborn screening data from ∼23 million infants. Census-adjusted ancestry matching and variant curation refined a model that predicted birth prevalence within 10-fold of newborn screening for ∼90% of disorders.