Risk Prediction for Early CKD in Type 2 Diabetes

被引:91
|
作者
Dunkler, Daniela [1 ,2 ,3 ]
Gao, Peggy [1 ]
Lee, Shun Fu [1 ]
Heinze, Georg [3 ]
Clase, Catherine M. [4 ]
Tobe, Sheldon [5 ]
Teo, Koon K. [1 ,4 ]
Gerstein, Hertzel [1 ]
Mann, Johannes F. E. [2 ,6 ,7 ]
Oberbauer, Rainer [3 ,8 ,9 ]
机构
[1] McMaster Univ, Hamilton Hlth Sci, Populat Hlth Res Inst, Hamilton, ON L8L 2X2, Canada
[2] Univ Klinikum Erlangen, Dept Nephrol, Erlangen, Germany
[3] Med Univ Vienna, Ctr Med Stat Informat & Intelligent Syst, Sect Clin Biometr, Vienna, Austria
[4] McMaster Univ, Hamilton, ON L8L 2X2, Canada
[5] Sunnybrook Hlth Sci Ctr, Toronto, ON M4N 3M5, Canada
[6] Schwabing Gen Hosp, Munich, Germany
[7] KfH Kidney Ctr, Munich, Germany
[8] Hosp Elisabethinen Linz, Linz, Austria
[9] Med Univ Vienna, Dept Internal Med 3, A-1090 Vienna, Austria
关键词
CHRONIC KIDNEY-DISEASE; BASE-LINE CHARACTERISTICS; GENERAL-POPULATION; PROGNOSTIC-FACTORS; COST-EFFECTIVENESS; RENAL-DISEASE; OUTCOMES; ALBUMINURIA; NEPHROPATHY; TELMISARTAN;
D O I
10.2215/CJN.10321014
中图分类号
R5 [内科学]; R69 [泌尿科学(泌尿生殖系疾病)];
学科分类号
1002 ; 100201 ;
摘要
Background and objectives Quantitative data for prediction of incidence and progression of early CKD are scarce in individuals with type 2 diabetes. Therefore, two risk prediction models were developed for incidence and progression of CKD after 5.5 years and the relative effect of predictors were ascertained. Design, setting, participants, & measurements Baseline and prospective follow-up data of two randomized clinical trials, ONgoing Telmisartan Alone and in combination with Ramipril Global Endpoint Trial (ONTAR-GET) and Outcome Reduction with Initial Glargine Intervention (ORIGIN), were used as development and independent validation cohorts, respectively. Individuals aged >= 55 years with type 2 diabetes and normo- or microalbuminuria at baseline were included. Incidence or progression of CKD after 5.5 years was defined as new micro- or macroalbuminuria, doubling of creatinine, or ESRD. The competing risk of death was considered as an additional outcome state in the multinomial logistic models. Results Of the 6766 ONTARGET participants with diabetes, 1079 (15.9%) experienced incidence or progression of CKD, and 1032 (15.3%) died. The well calibrated, parsimonious laboratory prediction model incorporating only baseline albuminuria, eGFR, sex, and age exhibited an externally validated c-statistic of 0.68 and an R-2 value of 10.6%. Albuminuria, modeled to depict the difference between baseline urinary albumin/creatinine ratio and the threshold for micro- or macroalbuminuria, was mostly responsible for the predictive performance. Inclusion of clinical predictors, such as glucose control, diabetes duration, number of prescribed antihypertensive drugs, previous vascular events, or vascular comorbidities, increased the externally validated c-statistic and R2 value only to 0.69 and 12.1%, respectively. Explained variation was largely driven by renal and not clinical predictors. Conclusions Albuminuria and eGFR were the most important factors to predict onset and progression of early CKD in individuals with type 2 diabetes. However, their predictive ability is modest. Inclusion of demographic, clinical, and other laboratory predictors barely improved predictive performance.
引用
收藏
页码:1371 / 1379
页数:9
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