Department of Biostatistics, Institut Curie, Paris, France.
PLoS One. 2011;6(11):e27446. doi: 10.1371/journal.pone.0027446. Epub 2011 Nov 8.
Adjuvant! Online is a web-based application designed to provide 10 years survival probability of patients with breast cancer. Several predictors have not been assessed in the original Adjuvant! Online study. We provide the validation of Adjuvant! Online algorithm on two breast cancer datasets, and we determined whether the accuracy of Adjuvant! Online is improved with other well-known prognostic factors.
The French data set is composed of 456 women with early breast cancer. The Dutch data set is composed of 295 women less than 52 years of age. Agreement between observation and Adjuvant! Online prediction was checked, and logistic models were performed to estimate the prognostic information added by risk factors to Adjuvant! Online prediction.
Adjuvant! Online prediction was overall well-calibrated in the French data set but failed in some subgroups of such high grade and HER2 positive patients. HER2 status, Mitotic Index and Ki67 added significant information to Adjuvant! Online prediction. In the Dutch data set, the overall 10-year survival was overestimated by Adjuvant! Online, particularly in patients less than 40 years old.
Adjuvant! Online needs to be updated to adjust overoptimistic results in young and high grade patients, and should consider new predictors such as Ki67, HER2 and Mitotic Index.
Adjuvant! Online 是一款基于网络的应用程序,旨在提供乳腺癌患者 10 年生存率的预测。在最初的 Adjuvant! Online 研究中,有几个预测因素尚未得到评估。我们对两个乳腺癌数据集进行了 Adjuvant! Online 算法的验证,并确定了其他著名的预后因素是否可以提高 Adjuvant! Online 的准确性。
法国数据集由 456 例早期乳腺癌患者组成。荷兰数据集由 295 例年龄小于 52 岁的患者组成。检查了观察值与 Adjuvant! Online 预测值之间的一致性,并进行逻辑模型来估计风险因素对 Adjuvant! Online 预测的预后信息的添加。
Adjuvant! Online 预测在法国数据集中总体上校准良好,但在高分级和 HER2 阳性等亚组中失败。HER2 状态、有丝分裂指数和 Ki67 为 Adjuvant! Online 预测提供了重要的信息。在荷兰数据集中,Adjuvant! Online 对所有 10 年生存率的估计过高,尤其是在 40 岁以下的患者中。
Adjuvant! Online 需要更新,以调整年轻和高分级患者中过于乐观的结果,并应考虑新的预测因素,如 Ki67、HER2 和有丝分裂指数。