Collectively, this analysis advances a novel interpretive perspective by integrating molecular mechanisms, experimental evidence, and therapeutic implications, thereby providing a platform for the development of SAA-centered diagnostic and interventional strategies in diabetic kidney disease. Here, SAA2 is linked to diabetic kidney disease.