GDF15 and peripheral arterial disease: This study aimed to evaluate the prognostic value of GDF15 for PAD outcomes through explainable statistical and machine learning methods that combine circulating plasma GDF15 levels with clinically relevant characteristics to develop accurate and informative predictive models.