高血压研究中的目标试验模拟:对当前应用和方法实践的范围审查
Amir Habibdoust1, Hanxiao Zuo2, Richelle J Koopman3
1Institute for Data Science and Informatics, University of Missouri-Columbia, Missouri, USA.
Journal of hypertension
|November 20, 2025
概括
高血压研究中的目标试验仿真 (TTE) 正在出现,提供了从观察数据中推断因果的见解. 方法上存在差距,特别是在处理时间变化的混因子和残留混时,但TTE对未来的高血压研究有希望.
科学领域:
- 流行病学 流行病学
- 生物统计学 生物统计学
- 健康研究方法 健康研究方法
背景情况:
- 目标试验模拟 (TTE) 是使用观察数据进行因果推理的强大框架.
- 它在高血压研究中的应用仍然有限,需要对当前做法进行审查.
- 了解TTE的方法格局对于推进高血压研究至关重要.
研究的目的:
- 在高血压研究中对目标试验模拟应用进行范围审查.
- 确定当前TTE研究中的方法论优点,局限性和差距.
- 建议TTE在这个领域的未来研究方向.
主要方法:
- 遵守乔安娜·布里格斯研究所 (JBI) 和PRISMA-ScR指南.
- 对相关研究进行多个数据库的系统选.
- 从最初的1352篇文章中包含14篇文章进行分析.
主要成果:
- 反向概率加权 (50%) 和g-formula (21.5%) 是常见的混调整方法.
- 观察到时间变化的混因子的处理不一致,以及对随访的损失.
- 有限地使用负控制或e值 (36%) 来解决剩余的混;对HTE的因果机器学习没有报告.
结论:
- 目标试验模拟,虽然在高血压研究中刚刚起步,但具有显著的潜力.
- 它可以解决诸如异质治疗效应 (HTE),长期结果和动态治疗策略等关键挑战.
- 需要进一步的方法开发,以充分利用TTE在高血压研究中.
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