Modeling the Effect of a Preventive Intervention on the Natural History of Cancer: Application to the Prostate Cancer Prevention Trial

IF 1.2 4区 数学
P. Pinsky, Ruth Etzioni, N. Howlader, P. Goodman, I. Thompson
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引用次数: 5

Abstract

The Prostate Cancer Prevention Trial (PCPT) recently demonstrated a significant reduction in prostate cancer incidence of about 25% among men taking finasteride compared to men taking placebo. However, the effect of finasteride on the natural history of prostate cancer is not well understood. We adapted a convolution model developed by Pinsky (2001) to characterize the natural history of prostate cancer in the presence and absence of finasteride. The model was applied to data from 10,995 men in PCPT who had disease status determined by interim diagnosis of prostate cancer or end-of-study biopsy. Prostate cancer cases were either screen-detected by Prostate-Specific Antigen (PSA), biopsy-detected at the end of the study, or clinically detected, that is, detected by methods other than PSA screening. The hazard ratio (HR) for the incidence of preclinical disease on finasteride versus placebo was 0.42 (95% CI: 0.20-0.58). The progression from preclinical to clinical disease was relatively unaffected by finasteride, with mean sojourn time being 16 years for placebo cases and 18.5 years for finasteride cases (p-value for difference = 0.2). We conclude that finasteride appears to affect prostate cancer primarily by preventing the emergence of new, preclinical tumors with little impact on established, latent disease.
模拟预防干预对癌症自然史的影响:在前列腺癌预防试验中的应用
前列腺癌预防试验(PCPT)最近表明,与服用安慰剂的男性相比,服用非那雄胺的男性前列腺癌发病率显著降低约25%。然而,非那雄胺对前列腺癌自然史的影响尚不清楚。我们采用了Pinsky(2001)开发的卷积模型来描述非那雄胺存在和不存在时前列腺癌的自然历史。该模型应用于10995名通过前列腺癌中期诊断或研究结束活检确定疾病状态的PCPT患者的数据。前列腺癌病例要么通过前列腺特异性抗原(PSA)筛查检测,要么在研究结束时进行活检检测,要么通过临床检测,即通过PSA筛查以外的方法检测。非那雄胺与安慰剂的临床前疾病发生率的危险比(HR)为0.42 (95% CI: 0.20-0.58)。从临床前到临床疾病的进展相对不受非那雄胺的影响,安慰剂组的平均停留时间为16年,非那雄胺组的平均停留时间为18.5年(p值差异= 0.2)。我们得出结论,非那雄胺似乎主要通过预防新的临床前肿瘤的出现来影响前列腺癌,而对已建立的潜伏性疾病几乎没有影响。
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来源期刊
International Journal of Biostatistics
International Journal of Biostatistics Mathematics-Statistics and Probability
CiteScore
2.30
自引率
8.30%
发文量
28
期刊介绍: The International Journal of Biostatistics (IJB) seeks to publish new biostatistical models and methods, new statistical theory, as well as original applications of statistical methods, for important practical problems arising from the biological, medical, public health, and agricultural sciences with an emphasis on semiparametric methods. Given many alternatives to publish exist within biostatistics, IJB offers a place to publish for research in biostatistics focusing on modern methods, often based on machine-learning and other data-adaptive methodologies, as well as providing a unique reading experience that compels the author to be explicit about the statistical inference problem addressed by the paper. IJB is intended that the journal cover the entire range of biostatistics, from theoretical advances to relevant and sensible translations of a practical problem into a statistical framework. Electronic publication also allows for data and software code to be appended, and opens the door for reproducible research allowing readers to easily replicate analyses described in a paper. Both original research and review articles will be warmly received, as will articles applying sound statistical methods to practical problems.
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