The retrospective nature of the study and the absence of specific data on several clinically relevant variables in the dataset, including insulin levels, metabolic disorder indicators, and key lifestyle factors such as physical activity, dietary habits, and sleep patterns, limit our ability to explore additional contributors to PCOS risk. Here, INS is linked to metabolic disease.