University Medical Center Utrecht, Utrecht, The Netherlands.
Curr Med Res Opin. 2012 May;28(5):681-8. doi: 10.1185/03007995.2012.678937. Epub 2012 Apr 25.
Sample size calculations for clinical trials generally use expected changes between groups, and variances obtained from the literature. However, this approach neglects the impact of differences in trial design. We studied the effects of variations in trial design on the required sample size.
Data were used from the METEOR (Measuring Effects on Intima-Media Thickness: an Evaluation of Rosuvastatin) trial in which carotid intima-media thickness (CIMT) measurements were performed twice at baseline, at 6, 12 and 18 months, and twice at the end of 2-year study treatment. A sample size formula for continuous outcome measures that incorporates between- and within-individual variance components was used to evaluate the impact of differences in the length of follow-up, and the number of CIMT examinations.
Trial designs with a shorter duration of follow-up have increased within-individual variance and require larger sample sizes to detect the same treatment effect. Reduction in the number of examinations within a trial with a given duration, i.e. by using single rather than duplicate baseline and end-of-study scans or by not performing intermediate scans, also increased the required sample size to maintain the same power.
A longer trial duration and/or more frequent examinations within a trial which has repeated measures of an outcome variable substantially increase study power and reduce the required sample size. In situations where the costs of recruiting, retaining and examining individual participants are known, the sample size, study length and number of examinations can be balanced to optimize the trial design relative to costs or other study objectives.
临床试验的样本量计算通常使用组间预期变化和从文献中获得的方差。然而,这种方法忽略了试验设计差异的影响。我们研究了试验设计的变化对所需样本量的影响。
使用来自 METEOR(测量对内膜中层厚度的影响:评价瑞舒伐他汀)试验的数据,其中颈动脉内膜中层厚度(CIMT)测量在基线、6、12 和 18 个月以及 2 年研究治疗结束时进行两次。使用一种用于连续结局测量的样本量公式,该公式包含个体内和个体间方差分量,以评估随访时间长短和 CIMT 检查次数的差异的影响。
随访时间较短的试验设计具有更大的个体内方差,需要更大的样本量才能检测到相同的治疗效果。在给定的随访时间内减少试验中的检查次数,即通过使用单次而不是重复的基线和研究结束扫描,或者不进行中间扫描,也会增加所需的样本量以保持相同的效力。
试验持续时间较长和/或在具有重复测量的试验中更频繁的检查可以大大提高研究效力并减少所需的样本量。在已知招募、保留和检查个体参与者成本的情况下,可以平衡样本量、研究长度和检查次数,以相对于成本或其他研究目标优化试验设计。