Cancer Council New South Wales, Sydney, Australia; Sydney School of Public Health, Sydney, Australia.
Cancer Epidemiol. 2013 Dec;37(6):836-42. doi: 10.1016/j.canep.2013.08.014. Epub 2013 Sep 14.
Cure models can provide improved possibilities for inference if used appropriately, but there is potential for misleading results if care is not taken. In this study, we compared five commonly used approaches for modelling cure in a relative survival framework and provide some practical advice on the use of these approaches.
Data for colon, female breast, and ovarian cancers were used to illustrate these approaches. The proportion cured was estimated for each of these three cancers within each of three age groups. We then graphically assessed the assumption of cure and the model fit, by comparing the predicted relative survival from the cure models to empirical life table estimates.
Where both cure and distributional assumptions are appropriate (e.g., for colon or ovarian cancer patients aged <75 years), all five approaches led to similar estimates of the proportion cured. The estimates varied slightly when cure was a reasonable assumption but the distributional assumption was not (e.g., for colon cancer patients ≥75 years). Greater variability in the estimates was observed when the cure assumption was not supported by the data (breast cancer).
If the data suggest cure is not a reasonable assumption then we advise against fitting cure models. In the scenarios where cure was reasonable, we found that flexible parametric cure models performed at least as well, or better, than the other modelling approaches. We recommend that, regardless of the model used, the underlying assumptions for cure and model fit should always be graphically assessed.
如果使用得当,治愈模型可以为推理提供更好的可能性,但如果不小心,也可能会产生误导性的结果。在这项研究中,我们比较了相对生存框架中五种常用的治愈模型方法,并就这些方法的使用提供了一些实用建议。
使用结肠癌、女性乳腺癌和卵巢癌的数据来说明这些方法。在三个年龄组内,为这三种癌症中的每一种计算了治愈的比例。然后,通过将治愈模型的预测相对生存率与经验生命表估计值进行比较,从图形上评估了治愈和模型拟合的假设。
在治愈和分布假设都合适的情况下(例如,对于年龄<75 岁的结肠癌或卵巢癌患者),所有五种方法都导致了治愈比例的相似估计。当治愈是合理的假设,但分布假设不成立时(例如,对于年龄≥75 岁的结肠癌患者),估计值略有不同。当数据不支持治愈假设时(乳腺癌),估计值的变化更大。
如果数据表明治愈不是一个合理的假设,那么我们建议不要拟合治愈模型。在治愈合理的情况下,我们发现灵活的参数治愈模型至少与其他建模方法一样好,或者更好。我们建议,无论使用哪种模型,都应该始终通过图形评估治愈和模型拟合的基本假设。