Additionally, the downregulation of IGF1 via the ETS1/MMP1 pathway in this prediction model contributed to hyperglycemia, which has been validated by studies on the b-cells of diabetic transgenic mice [62]. Here, IGF1 is linked to Hyperglycemia.