Gene annotation based on the TWAS database highlighted significant associations between several of these candidate genes (such as SPP1, FAM13A, NDRG1, and IER3) and key bovine health traits, including milk protein percentage, body depth, and ketosis (a metabolic disease of dairy cow) susceptibility (Table 2). This evidence concerns the gene NDRG1 and Other metabolic disease.