Donnio et al. demonstrated that variations in MED12 are associated with a wide range of genetic disorders related to X-linked intellectual disability, which pose challenges in classification, as they do not align neatly with established syndromes like Lujan, Opitz-Kaveggia, or Ohdo syndromes. The gene discussed is MED12; the disease is hereditary disease.