粮食不安全与糖尿病结局之间的关系的异质性
Seth A Berkowitz1,2,3, Mufeng Gao4, Aileen Ochoa5
1Division of General Medicine and Clinical Epidemiology, University of North Carolina School of Medicine, Chapel Hill, North Carolina, USA seth_berkowitz@med.unc.edu.
对于大多数人来说,粮食不安全并没有显著恶化糖尿病的结果,例如HbA1c或血压. 该研究发现,在不同患者群体中,粮食不安全如何影响糖尿病管理的差异很小.
科学领域:
- 临床研究 临床研究
- 公共卫生 公共卫生
- 糖尿病管理 糖尿病管理
背景情况:
- 粮食不安全与较差的糖尿病结果有关,但个体变异尚未得到充分理解.
- 了解这种关联中的异质性对于有针对性的干预至关重要.
研究的目的:
- 调查粮食不安全和糖尿病结局之间的关系的潜在异质性.
- 确定人口和临床因素是否会改变粮食不安全对糖尿病的影响.
主要方法:
- 在41581名患有2型糖尿病的成年人中进行了长度队列研究.
- 在社区卫生中心评估的粮食不安全;12个月测量糖尿病结果 (HbA1c,血压,LDL).
- 机器学习方法 (GRF,X-Learner,Doubly Robust Learner) 用于评估各种患者特征的结果异质性.
主要成果:
- 粮食不安全与12个月后HbA1c (0.1%) 的轻微增加有关,观察到的异质性很小.
- 粮食不安全对HbA1c的估计影响在个体之间略有差异,从0.0%到0.2%.
- 对于血压也发现了类似的关联,但粮食不安全和LDL胆固醇之间没有显著的联系.
结论:
- 这项研究发现,粮食不安全和糖尿病关键结果之间的关联没有有意义的异质性.
- 粮食不安全对糖尿病的影响在这个队列中的不同患者群体中似乎一致.
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