Shepherd Bryan E, Redman Mary W, Ankerst Donna P
Department of Biostatistics, Vanderbilt University, Nashville, TN, 37232, USA.
J Am Stat Assoc. 2008 Dec 1;103(484):1392-1404. doi: 10.1198/016214508000000706.
In 2003 Thompson and colleagues reported that daily use of finasteride reduced the prevalence of prostate cancer by 25% compared to placebo. These results were based on the double-blind randomized Prostate Cancer Prevention Trial (PCPT) which followed 18,882 men with no prior or current indications of prostate cancer annually for seven years. Enthusiasm for the risk reduction afforded by the chemopreventative agent and adoption of its use in clinical practice, however, was severely dampened by the additional finding in the trial of an increased absolute number of high-grade (Gleason score >/= 7) cancers on the finasteride arm. The question arose as to whether this finding truly implied that finasteride increased the risk of more severe prostate cancer or was a study artifact due to a series of possible post-randomization selection biases, including differences among treatment arms in patient characteristics of cancer cases, differences in biopsy verification of cancer status due to increased sensitivity of prostate-specific antigen under finasteride, differential grading by biopsy due to prostate volume reduction by finasteride, and nonignorable drop-out. Via a causal inference approach implementing inverse probability weighted estimating equations, this analysis addresses the question of whether finasteride caused more severe prostate cancer by estimating the mean treatment difference in prostate cancer severity between finasteride and placebo for the principal stratum of participants who would have developed prostate cancer regardless of treatment assignment. We perform sensitivity analyses that sequentially adjust for the numerous potential post-randomization biases conjectured in the PCPT.
2003年,汤普森及其同事报告称,与安慰剂相比,每日服用非那雄胺可使前列腺癌的患病率降低25%。这些结果基于双盲随机前列腺癌预防试验(PCPT),该试验对18882名既往或当前均无前列腺癌迹象的男性进行了为期七年的年度随访。然而该试验的另一项发现严重削弱了人们对这种化学预防药物降低风险作用的热情以及在临床实践中采用该药物的积极性,即在非那雄胺组中高级别( Gleason评分≥7)癌症的绝对数量有所增加。于是出现了一个问题,即这一发现是否真的意味着非那雄胺会增加患更严重前列腺癌的风险,还是由于一系列可能的随机分组后选择偏倚导致的研究假象,这些偏倚包括各治疗组中癌症病例患者特征的差异、由于非那雄胺作用下前列腺特异性抗原敏感性增加导致的癌症状态活检验证差异、非那雄胺使前列腺体积缩小导致的活检分级差异以及不可忽视的失访情况。通过采用逆概率加权估计方程的因果推断方法,本分析通过估计无论治疗分配如何都会患前列腺癌的主要参与者层中非那雄胺与安慰剂之间前列腺癌严重程度的平均治疗差异,来解决非那雄胺是否会导致更严重前列腺癌的问题。我们进行了敏感性分析,依次对PCPT中推测的众多潜在随机分组后偏倚进行调整。