Department of Vascular Medicine, University Medical Center Utrecht, Utrecht, the Netherlands.
Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands.
Diabetes Care. 2019 Oct;42(10):1988-1994. doi: 10.2337/dc19-0776. Epub 2019 Aug 15.
To explore the presence of heterogeneity of treatment effect (HTE) of an intensive lifestyle intervention on the occurrence of major cardiovascular events (MACE) in overweight or obese patients with type 2 diabetes, and to identify patient characteristics associated with individual treatment effect.
In 4,901 participants from the Action for Health in Diabetes (Look AHEAD) trial, a penalized Cox regression model to predict treatment effect of intensive lifestyle intervention for the risk of MACE was derived, including all possible treatment-by-covariate interaction terms. The ability of the model to predict HTE was confirmed by calculating hazard ratios (HRs) and absolute risk change in quartiles of predicted treatment effect, and baseline patient characteristics were compared between quartiles.
In quartile 1 of predicted treatment effect, with the highest predicted risk reduction, there was a significant treatment benefit of intensive lifestyle intervention (HR 0.64 [95% CI 0.49-0.83]), whereas there was no effect from treatment in quartiles 2 and 3 (HR 0.81 [95% CI 0.58-1.14] and 1.13 [95% CI 0.80-1.60], respectively) and a detrimental effect in quartile 4 (HR 1.37 [95% CI 1.09-1.73]). Several patient characteristics in demographics, medical history, physical examination, and laboratory values were associated with the level of treatment effect.
This post hoc analysis of the Look AHEAD trial showed that an intensive lifestyle intervention aimed at weight loss may reduce cardiovascular events in selected patients but may have a detrimental treatment effect in others.
探讨强化生活方式干预对超重或肥胖 2 型糖尿病患者主要心血管不良事件(MACE)发生的治疗效果异质性(HTE),并确定与个体治疗效果相关的患者特征。
在 Action for Health in Diabetes(Look AHEAD)试验的 4901 名参与者中,采用惩罚性 Cox 回归模型来预测强化生活方式干预对 MACE 风险的治疗效果,包括所有可能的治疗-协变量交互项。通过计算预测治疗效果四分位数的危险比(HR)和绝对风险变化,以及比较四分位数之间的基线患者特征,来验证模型预测 HTE 的能力。
在预测治疗效果的四分位数 1 中,预测风险降低幅度最高,强化生活方式干预具有显著的治疗益处(HR 0.64[95%CI 0.49-0.83]),而在四分位数 2 和 3 中没有治疗效果(HR 0.81[95%CI 0.58-1.14]和 1.13[95%CI 0.80-1.60]),四分位数 4 则显示出有害的治疗效果(HR 1.37[95%CI 1.09-1.73])。在人口统计学、病史、体格检查和实验室值方面的几个患者特征与治疗效果水平相关。
这项 Look AHEAD 试验的事后分析表明,针对体重减轻的强化生活方式干预可能会降低某些患者的心血管事件,但在其他患者中可能会产生有害的治疗效果。