In addition, Mix subtype was specifically correlated with ferroptosis, necroptosis, PI3K-AKT and apelin signaling pathway, while TD subtype was associated with the synaptic vesicle cycle and dopaminergic synapses. The gene discussed is APLN; the disease is thanatophoric dysplasia.