Discipline of Public Health and Primary Care, Institute of Population Health, Trinity College Dublin, Tallaght Cross, Tallaght, Dublin 24, Ireland.
Discipline of Public Health and Primary Care, Institute of Population Health, Trinity College Dublin, Tallaght Cross, Tallaght, Dublin 24, Ireland.
J Steroid Biochem Mol Biol. 2022 Sep;222:106148. doi: 10.1016/j.jsbmb.2022.106148. Epub 2022 Jul 6.
It has long been suspected that mean vitamin D level and differences among individuals in the population might deteriorate power in vitamin D randomised controlled trials (RCTs). However, standard statistical planning tools cannot accommodate these considerations. Here, to accommodate the large within-person and between-people heterogeneity in naturally fluctuating 25-hydroxyvitamin D (25OHD) concentration, a simulation based approach was used to investigate the power and sample size requirements in vitamin D supplementation RCTs looking at the proportion of regulatory T cells, %Tregs, as a continuous outcome. A range of sample sizes, mean increases in 25OHD in the intervention arm, and population 25OHD heterogeneity were tested. We found that in a population with a mean 25OHD of 50▒nmol/L and moderate heterogeneity in 25OHD (defined as inter-quartile range IQR = 20), sample size of approximately 1000 participants per arm is required to achieve 80% power if 25OHD increased by 10▒nmol/L in the intervention arm, compared to 250, < 100 and < 50 participants per arm if this increase was 20▒nmol/L, 40▒nmol/L or 60▒nmol/L, respectively. Thus we conclude that the increase in 25OHD in the intervention arm and population heterogeneity impact the power of vitamin D RCTs substantially. Sample size determination through simulation is a powerful approach for non-standard trials, and the work presented can easily be adopted to other intervention-outcome pairs.
长期以来,人们一直怀疑平均维生素 D 水平和人群中个体之间的差异可能会降低维生素 D 随机对照试验(RCT)的效力。然而,标准的统计规划工具无法考虑到这些因素。在这里,为了适应自然波动的 25-羟维生素 D(25OHD)浓度个体内和个体间的巨大异质性,使用基于模拟的方法研究了维生素 D 补充 RCT 中以调节性 T 细胞比例(%Tregs)为连续结果的效力和样本量要求。测试了一系列样本量、干预组中 25OHD 的平均增加量和人群 25OHD 异质性。我们发现,在 25OHD 平均水平为 50▒nmol/L 且 25OHD 异质性中度(定义为四分位距 IQR = 20)的人群中,如果干预组中 25OHD 增加 10▒nmol/L,则需要大约 1000 名参与者/臂才能达到 80%的效力,而如果增加 20▒nmol/L、40▒nmol/L 或 60▒nmol/L,则需要大约 250、<100 和 <50 名参与者/臂。因此,我们得出结论,干预组中 25OHD 的增加量和人群异质性对维生素 D RCT 的效力有重大影响。通过模拟确定样本量是一种针对非标准试验的强大方法,并且可以轻松将本文提出的方法应用于其他干预-结果对。