VWF and Other metabolic disease: Notably, approximately half of these proteins (including PCSK1, PPY, and VWF) were recognized as druggable or existing drug targets.<h4>Conclusions</h4>This study identified proteins causally linked to RG, emphasizing their potential role in the development of therapeutic interventions for metabolic disorders, particularly those involving glucose regulation.