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Predictive models for cardiovascular and kidney outcomes in patients with type 2 diabetes: systematic review and meta-analyses

医学 肾脏疾病 观察研究 荟萃分析 内科学 2型糖尿病 冲程(发动机) 重症监护医学 指南 糖尿病 风险评估 随机对照试验 心肌梗塞 内分泌学 病理 机械工程 工程类 计算机科学 计算机安全
作者
Tayler A. Buchan,Abdullah Malik,Cynthia Chan,Jason Chambers,Yujin Suk,Jie Wei Zhu,Fang Zhou Ge,Huang Le,Lina Abril Vargas,Qiukui Hao,Sheyu Li,Reem A. Mustafa,Per Olav Vandvik,Gordon Guyatt,Farid Foroutan
出处
期刊:Heart [BMJ]
卷期号:107 (24): 1962-1973 被引量:23
标识
DOI:10.1136/heartjnl-2021-319243
摘要

Objective To inform a clinical practice guideline (BMJ Rapid Recommendations) considering sodium glucose cotransporter-2 inhibitors and glucagon-like peptide-1 receptor agonists for treatment of adults with type 2 diabetes, we summarised the available evidence regarding the performance of validated risk models on cardiovascular and kidney outcomes in these patients. Methods We systematically searched bibliographic databases in January 2020 to identify observational studies evaluating risk models for all-cause and cardiovascular mortality, heart failure (HF) hospitalisations, end-stage kidney disease (ESKD), myocardial infarction (MI) and ischaemic stroke in ambulatory adults with type 2 diabetes. Using a random effects model, we pooled discrimination measures for each model and outcome, separately, and descriptively summarised calibration plots, when available. We used the Prediction Model Risk of Bias Assessment Tool to assess risk of bias of each included study and the Grading of Recommendations, Assessment, Development, and Evaluation approach to evaluate our certainty in the evidence. Results Of 22 589 publications identified, 15 observational studies reporting on seven risk models proved eligible. Among the seven models with >1 validation cohort, the Risk Equations for Complications of Type 2 Diabetes (RECODe) had the best calibration in primary studies and the highest pooled discrimination measures for the following outcomes: all-cause mortality (C-statistics 0.75, 95% CI 0.70 to 0.80; high certainty), cardiovascular mortality (0.79, 95% CI 0.75 to 0.84; low certainty), ESKD (0.73, 95% CI 0.52 to 0.94; low certainty), MI (0.72, 95% CI 0.69 to 0.74; moderate certainty) and stroke (0.71, 95% CI 0.68 to 0.74; moderate certainty). This model does not, however, predict risk of HF hospitalisations. Conclusion Of available risk models, RECODe proved to have satisfactory calibration in primary validation studies and acceptable discrimination superior to other models, though with high risk of bias in most primary studies. Trial registration number CRD42020168351.
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