NRG4 and type 2 diabetes mellitus: To address the aforementioned limitations, this study proposed a multimodal machine learning-based predictive framework that integrates serum NRG4 levels with spatiotemporal features from ultrasound imaging to construct a predictive model for T2DM complicated by FT.