Genetic studies in neonates typically involve collecting DNA samples from the newborn, often through a blood sample or a buccal swab. These samples are then analyzed using various techniques such as whole genome sequencing or targeted gene panels. Researchers look for mutations, deletions, or other genetic variations that may be responsible for the disorder.