To enhance screening for patients with DM, we identified the optimal laboratory parameters: albumin, fibronectin, and lymphocytes, as well as key imaging metrics, including 2D maximal diameter, 2D mesh surface, 2D minor axis length, and 2D perimeter. Here, FN1 is linked to diabetes mellitus.