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Power determination in vitamin D randomised control trials and characterising factors affecting it through a novel simulation-based tool

机译:维生素D随机控制试验的功率测定和通过新型仿真工具影响其的特征因素

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摘要

Abstract Thousands of observational studies have linked vitamin D deficiency with numerous diseases, but randomised controlled trials (RCTs) often fail to show benefit of supplementation. Population characteristics and trial design have long been suspected to undermine power but were not systematically investigated. We propose a flexible generative model to characterise benefit of vitamin D supplementation at the individual level, and use this to quantify power in RCTs. The model can account for seasonality and population heterogeneity. In a simulated 1-year trial with 1000 participants per arm and assuming a 25-hydroxyvitamin D (25OHD) increase of 20 nmol/L due to the intervention, with baseline 25OHD in the population of 15, 35, 50, 60 and 75 nmol/L, the power to detect intervention effect was 77%, 99%, 95%, 68% and 19%, respectively. The number of participants required per arm to achieve 80% power according to baseline 25OHD of 15–60 nmol/L was 1200, 400, 600 and 1400, respectively. As expected, larger increases in 25OHD due to supplementation improved power in certain scenarios. For a population baseline of 50 nmol/L, with 1500 participants in each arm, there was 100% power to detect a 20 nmol/L 25OHD increase while it was 76% for a 10 nmol/L increase. Population characteristics and trial design, including temporal considerations, have a dramatic impact on power and required sample size in vitamin D RCTs.
机译:摘要七千的观察性研究已经将维生素D与许多疾病联系起来,但随机对照试验(RCT)经常未能表现出补充的好处。人口特征和试验设计长期被怀疑破坏电力但未系统地调查。我们提出了一种灵活的生成模型,表征了维生素D补充在个人层面的益处,并用它来量化RCT的功率。该模型可以考虑季节性和人口异质性。在模拟的1年试验中,每只臂1000名参与者,假设由于干预导致25-羟基维生素D(25Ohd)增加20nmol / l,在15,35,50,60和75诺姆的群体中为基线25Ohd / L,检测干预效果的功率分别为77%,99%,95%,68%和19%。根据基线实现80%功率的参与者的数量分别为15-60nmol / L的基线,分别为1200,400,600和1400。正如预期的那样,由于补充在某些情况下,额外增加了25Ohd的增加。对于50 nmol / L的群体基线,每个臂中的1500名参与者,100%的功率可以检测20nmol / L 25Ohd增加,而10 nmol / L增加76%。人口特征和试验设计,包括时间考虑因素,对维生素D RCT的功率和所需的样品大小具有显着影响。

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