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识别2型糖尿病患者中从强化血糖治疗中获益以改善肾脏结局的亚组:来自ACCORD试验的见解

Identifying subgroups benefiting from intensive glycaemic treatment to improve renal outcomes in type 2 diabetes: Insights from the ACCORD trial.

作者信息

Wang Yiqin, Wen Qiong, Lu Yuewen, Yang Jiayi, Huang Naya, Chen Wei

机构信息

Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China.

NHC Key Laboratory of Clinical Nephrology (Sun Yat-Sen University) and Guangdong Provincial Key Laboratory of Nephrology, Guangzhou, China.

出版信息

Diabetes Obes Metab. 2025 Mar;27(3):1198-1207. doi: 10.1111/dom.16111. Epub 2024 Dec 9.

Abstract

AIMS

The ACCORD trial showed that intensive glucose-lowering therapy has a limited impact on renal function decline. We aimed to identify subgroups in the ACCORD population that might derive renal benefits from intensive glucose-lowering therapy.

MATERIALS AND METHODS

The primary renal outcome included a ≥50% decline in baseline estimated glomerular filtration rate or end-stage renal disease (ESRD). Using the causal tree model, we employed internal cross-validation to identify five pivotal variables influencing the renal efficacy of intensive glycaemic control. These variables were integrated into the model-based recursive partitioning approach, yielding a visualizable tree model that depicted benefitting subgroups.

RESULTS

Node 4, characterized by no cardiovascular history, systolic blood pressure (SBP) ≤142.67 mm Hg, and triglycerides ≤172 mg/dL, showed significantly reduced hazards of the composite renal outcome (fully adjusted hazard ratio [HR] 0.66, 95% confidence interval [CI] 0.49-0.89; p = 0.006) and doubling of serum creatinine (fully adjusted HR 0.59, 95% CI 0.36-0.98; p = 0.041). Node 7 (no cardiovascular history and SBP 142.67-154 mm Hg) showed reduced hazards of the primary renal outcome (fully adjusted HR 0.67, 95% CI 0.49-0.93; p = 0.016) and ESRD (fully adjusted HR 0.35, 95% CI 0.17-0.74; p = 0.0057). Encouragingly, neither node 4 nor node 7 displayed elevated cardiovascular risk or hypoglycaemic events.

CONCLUSIONS

Through innovative machine learning, we identified ACCORD subgroups benefitting significantly from intensive glycaemic therapy for renal outcomes, without increased cardiovascular or hypoglycaemic risks.

摘要

目的

ACCORD试验表明,强化降糖治疗对肾功能下降的影响有限。我们旨在确定ACCORD研究人群中可能从强化降糖治疗中获得肾脏益处的亚组。

材料与方法

主要肾脏结局包括基线估计肾小球滤过率下降≥50%或终末期肾病(ESRD)。使用因果树模型,我们采用内部交叉验证来确定影响强化血糖控制肾脏疗效的五个关键变量。这些变量被整合到基于模型的递归划分方法中,生成一个可直观显示的树模型,描绘出受益亚组。

结果

第4节点的特征为无心血管病史、收缩压(SBP)≤142.67 mmHg且甘油三酯≤172 mg/dL,该节点显示复合肾脏结局的风险显著降低(完全调整风险比[HR]为0.66,95%置信区间[CI]为0.49 - 0.89;p = 0.006),血清肌酐翻倍的风险也显著降低(完全调整HR为0.59,95% CI为0.36 - 0.98;p = 0.041)。第7节点(无心血管病史且SBP为142.67 - 154 mmHg)显示主要肾脏结局的风险降低(完全调整HR为0.67,95% CI为0.49 - 0.93;p = 0.016),ESRD的风险降低(完全调整HR为0.35,95% CI为0.17 - 0.74;p = 0.0057)。令人鼓舞的是,第4节点和第7节点均未显示心血管风险或低血糖事件增加。

结论

通过创新的机器学习,我们确定了ACCORD研究中的亚组,这些亚组从强化血糖治疗中获得了显著的肾脏益处,且未增加心血管或低血糖风险。

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