Department of Public Health, Erasmus MC Rotterdam, The Netherlands.
Med Decis Making. 2011 Jul-Aug;31(4):550-8. doi: 10.1177/0272989X10396717. Epub 2011 Mar 15.
Simulation models are essential tools for estimating benefits of cancer screening programs. Such models include a screening-effect model that represents how early detection by screening followed by treatment affects disease-specific survival. Two commonly used screening-effect models are the stage-shift model, where mortality benefits are explained by the shift to more favorable stages, and the cure model, where early detection enhances the chances of cure from disease.
This article describes commonly used screening-effect models and analyses their predicted mortality benefit in a model for prostate cancer screening.
The MISCAN simulation model was used to predict the reduction of prostate cancer mortality in the European Randomized Study of Screening for Prostate Cancer (ERSPC) Rotterdam. The screening-effect models were included in the model. For each model the predictions of prostate cancer mortality reduction were calculated. The study compared 4 screening-effect models, which are versions of the stage-shift model or the cure model.
The stage-shift models predicted, after a follow-up of 9 years, reductions in prostate cancer mortality varying from 38% to 63% for ERSPC-Rotterdam compared with a 27% reduction observed in the ERSPC. The cure models predicted reductions in prostate cancer mortality varying from 21% to 27%.
The differences in predicted mortality reductions show the importance of validating models to observed trial mortality data. The stage-shift models considerably overestimated the mortality reduction. Therefore, the stage-shift models should be used with care, especially when modeling the effect of screening for cancers with long lead times, such as prostate cancer.
模拟模型是估计癌症筛查计划效益的重要工具。此类模型包括一个筛查效果模型,该模型表示通过筛查和治疗早期发现如何影响特定疾病的生存。两种常用的筛查效果模型是阶段转移模型,其中死亡率的益处是通过向更有利的阶段转移来解释的,以及治愈模型,其中早期发现提高了治愈疾病的机会。
本文描述了常用的筛查效果模型,并在前列腺癌筛查的模型中分析了它们对预测死亡率获益的影响。
使用 MISCAN 模拟模型预测欧洲前列腺癌筛查随机研究(ERSPC)鹿特丹分部的前列腺癌死亡率降低。该模型包括了筛查效果模型。为每个模型计算了前列腺癌死亡率降低的预测值。本研究比较了 4 种筛查效果模型,它们是阶段转移模型或治愈模型的变体。
经过 9 年的随访,阶段转移模型预测 ERSPC-Rotterdam 与 ERSPC 相比,前列腺癌死亡率降低幅度在 38%至 63%之间,而观察到的降低幅度为 27%。治愈模型预测前列腺癌死亡率降低幅度在 21%至 27%之间。
预测死亡率降低的差异表明了验证模型与观察试验死亡率数据的重要性。阶段转移模型大大高估了死亡率的降低。因此,应谨慎使用阶段转移模型,特别是在模拟具有较长潜伏期的癌症(如前列腺癌)的筛查效果时。