Linoleic acid metabolism was decreased in the blood of TD birds, which could regulate the RANKL/RANK/OPG signaling pathway and prevent bone loss, and may also affect the occurrence of TD (Abdulrahman et al., 2023). This evidence concerns the gene TNFRSF11A and thanatophoric dysplasia.