BACKGROUND Poor glycaemic control in patients with type 2 diabetes mellitus(T2DM)is often accompanied by multiple complications,including diabetic nephropathy(DN),diabetic retinopathy(DR),diabetic peripheral neuropath...BACKGROUND Poor glycaemic control in patients with type 2 diabetes mellitus(T2DM)is often accompanied by multiple complications,including diabetic nephropathy(DN),diabetic retinopathy(DR),diabetic peripheral neuropathy(DPN),and cardiac structural abnormality left ventricular hypertrophy(LVH).Early identification of high-risk populations for these complications and the implementation of intervention measures are crucial for improving patient outcomes.Serum alpha-1-microglobulin(α1-MG),a multifunctional protein synthesized by the liver and lymphocytes,has been considered a potential biomarker of diabetes-related diseases in recent years.AIM To investigate the associations of serumα1-MG with DN,DR,DPN,and LVH in T2DM patients and its predictive value.METHODS This retrospective study included 5045 T2DM patients.The study participants were stratified into quartiles according to their serumα1-MG levels.Multivariate logistic regression,restricted cubic spline,and explainable machine learning models were employed for risk assessment and feature importance evaluation.RESULTS Increasedα1-MG levels were observed in patients with DN,DR,DPN,and LVH(all P<0.001).Multivariate logistic regression revealed that each standard deviation increase inα1-MG was associated with an 84%increase in DN risk(OR:1.84,95%CI:1.62-2.10,P<0.001),a 17%increase in DR risk(OR:1.17,95%CI:1.07-1.28,P<0.001),a 14%increase in DPN risk(OR:1.14,95%CI:1.03-1.27,P=0.014),and a 28%increase in LVH risk(OR:1.28,95%CI:1.18-1.38,P<0.001).Subgroup analyses and machine learning confirmed the associations of elevatedα1-MG with these complications in T2DM patients.CONCLUSION Elevated serumα1-MG levels were independently associated with increased risks of DN,DR,DPN,and LVH in T2DM patients,suggesting its potential as a predictive biomarker.展开更多
文摘BACKGROUND Poor glycaemic control in patients with type 2 diabetes mellitus(T2DM)is often accompanied by multiple complications,including diabetic nephropathy(DN),diabetic retinopathy(DR),diabetic peripheral neuropathy(DPN),and cardiac structural abnormality left ventricular hypertrophy(LVH).Early identification of high-risk populations for these complications and the implementation of intervention measures are crucial for improving patient outcomes.Serum alpha-1-microglobulin(α1-MG),a multifunctional protein synthesized by the liver and lymphocytes,has been considered a potential biomarker of diabetes-related diseases in recent years.AIM To investigate the associations of serumα1-MG with DN,DR,DPN,and LVH in T2DM patients and its predictive value.METHODS This retrospective study included 5045 T2DM patients.The study participants were stratified into quartiles according to their serumα1-MG levels.Multivariate logistic regression,restricted cubic spline,and explainable machine learning models were employed for risk assessment and feature importance evaluation.RESULTS Increasedα1-MG levels were observed in patients with DN,DR,DPN,and LVH(all P<0.001).Multivariate logistic regression revealed that each standard deviation increase inα1-MG was associated with an 84%increase in DN risk(OR:1.84,95%CI:1.62-2.10,P<0.001),a 17%increase in DR risk(OR:1.17,95%CI:1.07-1.28,P<0.001),a 14%increase in DPN risk(OR:1.14,95%CI:1.03-1.27,P=0.014),and a 28%increase in LVH risk(OR:1.28,95%CI:1.18-1.38,P<0.001).Subgroup analyses and machine learning confirmed the associations of elevatedα1-MG with these complications in T2DM patients.CONCLUSION Elevated serumα1-MG levels were independently associated with increased risks of DN,DR,DPN,and LVH in T2DM patients,suggesting its potential as a predictive biomarker.
