论文标题

具有二元时间变化的协变量的竞争风险模型,以估计BRCA1家族的乳腺癌风险

A Competing Risks Model with Binary Time Varying Covariates for Estimation of Breast Cancer Risks in BRCA1 Families

论文作者

Choi, Yun-Hee, Jung, Hae, Buys, Saundra, Daly, Mary, John, Esther, Hopper, John, Andrulis, Irene, Terry, Mary-Beth, Briollais, Laurent

论文摘要

乳房X线诊断和预防性手术,例如降低风险的Salpingo卵巢切除术(RRSO)可以潜在地降低BRCA家族突变携带者中的乳腺癌风险。这些干预措施的评估通常是因为它们对乳腺癌的影响可能会随着时间的流逝而发生变化以及存在竞争风险而变得复杂。我们引入了相关的竞争风险模型,以模拟BRCA1家族内的乳腺癌和卵巢癌风险,这些乳腺癌风险占时间变化的协变量(TVC)。提出了针对这些TVC的不同参数形式,以提高灵活性,并指定相关的伽玛脆弱模型以说明相关的竞争事件。我们还引入了一种新的确定校正方法,该方法通过受到乳腺癌或卵巢癌影响或不受影响的概率来解释家庭的选择。我们的仿真研究表明,我们所提出的方法在模型参数的偏差和精度方面表现出色,以及在不同水平的家族相关性上的特定原因。我们将新方法应用于通过乳腺癌家族注册表招募的498 BRCA1突变载体家庭。我们的结果表明,在评估RRSO在乳腺癌中的作用时,TVC功能形式的重要性。特别是,在最合适的TVC模型下,RRSO对乳腺癌风险的总体影响在BRCA1女性中具有统计学意义。

Mammographic screening and prophylactic surgery such as risk-reducing salpingo oophorectomy (RRSO) can potentially reduce breast cancer risks among mutation carriers of BRCA families. The evaluation of these interventions is usually complicated by the fact that their effects on breast cancer may change over time and by the presence of competing risks. We introduce a correlated competing risks model to model breast and ovarian cancer risks within BRCA1 families that accounts for time-varying covariates (TVCs). Different parametric forms for these TVCs are proposed for more flexibility and a correlated gamma frailty model is specified to account for the correlated competing events. We also introduced a new ascertainment correction approach that accounts for the selection of families through probands affected with either breast or ovarian cancer, or unaffected. Our simulation studies demonstrate the good performances of our proposed approach in terms of bias and precision of the estimators of model parameters and cause-specific penetrances over different levels of familial correlations. We apply our new approach to 498 BRCA1 mutation carrier families recruited through the Breast Cancer Family Registry. Our results demonstrate the importance of the functional form of the TVC when assessing the role of RRSO on breast cancer. In particular, under the best fitting TVC model, the overall effect of RRSO on breast cancer risk was statistically significant in women with BRCA1.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源