This research has identified several differentially expressed proteins, including haptoglobin and clusterin, which may serve as potential biomarkers linking PTB and diabetes.These findings showcase the importance of understanding the molecular basis of PTB and diabetes comorbidity, paving the way for targeted interventions and improved treatment outcomes (44). The gene discussed is CLU; the disease is diabetes mellitus.