Multimodal Risk Factor Graph Mapping, Metabolic Subtyping, and Digital Intelligent Chronic Disease Management for Prediabetes: An Integrated Cohort and Case-Control Clinical Study

This observational study aims to understand the metabolic characteristics and long-term changes in adults with prediabetes and to identify risk and protective factors associated with progression to diabetes or return to normal glucose regulation. The study will include adults aged 20 to 69 years with prediabetes. The main questions this study aims to answer are: Which clinical characteristics, lifestyle factors, social and environmental factors, and genetic factors are associated with progression or improvement of prediabetes? How do blood glucose levels, pancreatic islet function, and other metabolic indicators change over time in people with prediabetes? Participants will complete questionnaires about their health status and lifestyle at baseline and during follow-up. According to the study schedule, they will also undergo blood glucose and other metabolic assessments, including an oral glucose tolerance test (OGTT). Some participants will undergo additional assessments, such as body composition analysis, liver elasticity measurement, and arterial stiffness testing. Blood, urine, and other biological samples may also be collected for further research. Participants will be followed over time to assess changes in glucose metabolism and lifestyle. Researchers will evaluate factors associated with return to normal glucose regulation, persistent prediabetes, or progression to diabetes. The findings may help improve early identification and personalized management of people at high risk of developing diabetes.