In conclusion, our study delved into the intricate genetic interplay associated with Smad4 knock-out in juvenile polyposis syndrome (JPS) using collaborative cross (CC) mice, a genetically diverse model. Here, SMAD4 is linked to juvenile polyposis syndrome.