Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, 615 N Wolfe St., Baltimore, MD 21205, United States.
Cancer Epidemiol. 2011 Aug;35(4):e6-11. doi: 10.1016/j.canep.2010.11.005. Epub 2010 Dec 16.
Prospective studies support that statins may protect against advanced prostate cancer. Detection bias arising from higher PSA screening rates among statin users vs. non-users could produce an inverse association for advanced disease. Thus, we conducted simulations to assess whether this source of bias is explanatory.
3000 datasets with 100,000 men without prostate cancer were simulated for populations with high (65%) or low (15%) PSA screening. We investigated three scenarios: RR(true)=1.0, 0.75, and 0.5 for statins and advanced disease (1.0 for localized). We set the statin prevalence to 10% and varied the percentage of users who were PSA screened (0-100%). We assumed an annual total prostate cancer incidence of 1%, with risk in screened men twice that of unscreened men, and an advanced stage at diagnosis in 20% and 40% of cases in screened and unscreened men, respectively.
As PSA screening and statin use became more coincident, the RR(observed) for local and total prostate cancer was biased upward from the RR(true) of 1.0, especially when the prevalence of PSA screening was low. However, in all simulated scenarios, there was little downward bias for advanced disease (e.g., if RR(true)=1.0 and 70% of statin users and either 65% or 15% of the population overall was PSA screened, then RR(observed)=0.98 for both).
Given our assumptions, this simulation suggests that this source of detection bias is unlikely to explain the reported inverse association between statins and advanced prostate cancer, but may explain the positive association for total prostate cancer that has been reported in some studies.
前瞻性研究支持他汀类药物可能对晚期前列腺癌有保护作用。由于他汀类药物使用者的 PSA 筛查率高于非使用者,可能会产生检测偏倚,从而导致晚期疾病的反向关联。因此,我们进行了模拟研究,以评估这种偏倚来源是否具有解释性。
我们模拟了 3000 个数据集,每个数据集包含 10 万名没有前列腺癌的男性,这些数据来自 PSA 筛查率高(65%)和低(15%)的人群。我们研究了三种情况:他汀类药物与晚期疾病(局部疾病为 1.0)的 RR(true)分别为 1.0、0.75 和 0.5。我们设定他汀类药物的患病率为 10%,并改变了 PSA 筛查的使用者比例(0-100%)。我们假设每年总的前列腺癌发病率为 1%,筛查男性的风险是未筛查男性的两倍,并且在筛查和未筛查男性中,分别有 20%和 40%的病例在诊断时处于晚期。
随着 PSA 筛查和他汀类药物使用的重合度增加,局部和总前列腺癌的 RR(observed)从 RR(true)为 1.0 向上偏倚,尤其是当 PSA 筛查的患病率较低时。然而,在所有模拟场景中,晚期疾病的向下偏倚很小(例如,如果 RR(true)=1.0,并且 70%的他汀类药物使用者和总体人群的 65%或 15%接受了 PSA 筛查,那么对于两者,RR(observed)=0.98)。
根据我们的假设,该模拟表明,这种检测偏倚来源不太可能解释报告的他汀类药物与晚期前列腺癌之间的反向关联,但可能解释了一些研究中报告的总前列腺癌的正相关。