Validation of CTS5 Model in Large-scale Breast Cancer Population and Combination of CTS5 and Ki-67 Status to Develop a Novel Nomogram for Prognosis Prediction.

IF 1.6 4区 医学 Q4 ONCOLOGY American Journal of Clinical Oncology-Cancer Clinical Trials Pub Date : 2024-05-01 Epub Date: 2023-12-22 DOI:10.1097/COC.0000000000001080
Lizhi Ning, Yaobang Liu, Xuefang He, Rui Han, Yuanfang Xin, Jiuda Zhao, Xinlan Liu
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The discriminative power and accuracy of the nomograms were assessed using the concordance index (C-index), calibration curve, and area under the time-dependent receiver operating characteristic curve. Discrimination and calibration were evaluated by bootstrapping 1000 times. Finally, we utilized decision curve analysis to assess the performance of our novel predictive model in comparison to the CTS5 scoring system with regard to their respective benefits and advantages.</p><p><strong>Results: </strong>The median follow-up time was 7 years (6 to 9 years). The 516 women were categorized by CTS5 as follows: 246(47.7%) low risk, 179(34.7%) intermediate risk, and 91(17.6%) high risk. Using the CTS5 score as a continuous variable, patients' risk score was significantly positively associated with recurrence risk in both premenopausal and postmenopausal subgroups. For HER2- premenopausal patients and HER2+ postmenopausal patients, the CTS5 score was positively correlated with LDR risk. 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引用次数: 0

Abstract

Background: More than half of patients with early-stage estrogen receptor-positive (ER+) breast cancer relapse after completing 5 years of adjuvant endocrine therapy, so it is important to determine which patients are candidates for extended endocrine therapy. The clinical treatment score after 5 years (CTS5) is a prognostic tool developed based on postmenopausal ER+ breast cancer to assess the risk of late distant recurrence (LDR) after 5 years of adjuvant endocrine therapy for breast cancer. We aimed to externally validate the prognostic value of CTS5 in premenopausal and postmenopausal patients and combined with Ki-67 to develop a new model to improve the ability of prognosis prediction.

Methods: We included a total of 516 patients with early-stage ER+ breast cancer who had received 5 years of adjuvant endocrine therapy and were recurrence-free for 5 years after surgery. According to menopausal status, we divided the study population into 2 groups: premenopausal and postmenopausal women. The CTS5 of each patient was calculated using a previously published formula, and the patients were divided into low, intermediate, and high CTS5 risk groups according to their CTS5 values. Based on the results of the univariate analysis ( P <0.01), a multivariate COX proportional hazards regression analysis was conducted to establish a nomogram with significant variables ( P <0.05). The discriminative power and accuracy of the nomograms were assessed using the concordance index (C-index), calibration curve, and area under the time-dependent receiver operating characteristic curve. Discrimination and calibration were evaluated by bootstrapping 1000 times. Finally, we utilized decision curve analysis to assess the performance of our novel predictive model in comparison to the CTS5 scoring system with regard to their respective benefits and advantages.

Results: The median follow-up time was 7 years (6 to 9 years). The 516 women were categorized by CTS5 as follows: 246(47.7%) low risk, 179(34.7%) intermediate risk, and 91(17.6%) high risk. Using the CTS5 score as a continuous variable, patients' risk score was significantly positively associated with recurrence risk in both premenopausal and postmenopausal subgroups. For HER2- premenopausal patients and HER2+ postmenopausal patients, the CTS5 score was positively correlated with LDR risk. Patients with a Ki-67≥20% had a higher risk of LDR regardless of menopausal status. Using the CTS5 score as a categorical variable, the high-risk group of HER2- premenopausal patients had a higher risk of LDR. However, the CTS5 model could not distinguish the risk of LDR in different risk groups for HER2+ postmenopausal patients. In the high-risk group, patients with Ki-67≥20% had a higher risk of LDR, regardless of menopausal status. We developed a new nomogram model by combining the CTS5 model with Ki-67 levels. The C-indexes premenopausal and postmenopausal cohorts were 0.731 and 0.713, respectively. The nomogram model was well calibrated, and the time-dependent ROC curves indicated good specificity and sensitivity. Furthermore, decision curve analysis demonstrated that the new model had a wider and practical range of threshold probabilities, resulting in an increased net benefit compared with the CTS5 model.

Conclusions: Our study demonstrated that the CTS5 model can effectively predict the risk of LDR in early-stage ER+ breast cancer patients in both premenopausal and postmenopausal patients. Extended endocrine therapy is recommended for patients with Ki-67≥20% in the CTS5 high-risk group, as well as premenopausal patients with HER2-. Compared with CTS5, the new nomogram model has better identification and calibration capabilities, and further research is required to validate its efficacy in large-scale, multicenter, and prospective studies.

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在大规模乳腺癌人群中验证 CTS5 模型,并结合 CTS5 和 Ki-67 状态制定新的预后预测提名图。
背景:一半以上的早期雌激素受体阳性(ER+)乳腺癌患者在完成5年的辅助内分泌治疗后会复发,因此确定哪些患者适合延长内分泌治疗非常重要。5年后临床治疗评分(CTS5)是一种基于绝经后ER+乳腺癌开发的预后工具,用于评估乳腺癌辅助内分泌治疗5年后晚期远处复发(LDR)的风险。我们旨在从外部验证CTS5在绝经前和绝经后患者中的预后价值,并结合Ki-67建立一个新模型,以提高预后预测能力:我们共纳入了516例早期ER+乳腺癌患者,这些患者接受了5年的辅助内分泌治疗,术后5年无复发。根据绝经状态,我们将研究对象分为两组:绝经前和绝经后妇女。使用之前公布的公式计算每位患者的 CTS5,并根据 CTS5 值将患者分为低、中、高 CTS5 风险组。根据单变量分析结果(PResults:中位随访时间为 7 年(6 至 9 年)。516 名妇女按 CTS5 分为以下几组:246人(47.7%)为低风险,179人(34.7%)为中风险,91人(17.6%)为高风险。将 CTS5 评分作为连续变量,在绝经前和绝经后亚组中,患者的风险评分与复发风险呈显著正相关。对于HER2-绝经前患者和HER2+绝经后患者,CTS5评分与LDR风险呈正相关。无论绝经状态如何,Ki-67≥20%的患者发生LDR的风险较高。将 CTS5 评分作为分类变量,HER2- 绝经前高风险组患者的 LDR 风险更高。然而,CTS5 模型无法区分不同风险组别中 HER2+ 绝经后患者的 LDR 风险。在高风险组中,Ki-67≥20%的患者发生LDR的风险较高,与绝经状态无关。我们将 CTS5 模型与 Ki-67 水平相结合,建立了一个新的提名图模型。绝经前和绝经后组群的 C 指数分别为 0.731 和 0.713。提名图模型校准良好,随时间变化的 ROC 曲线显示了良好的特异性和灵敏度。此外,决策曲线分析表明,与 CTS5 模型相比,新模型的阈值概率范围更广、更实用,从而增加了净获益:我们的研究表明,CTS5 模型能有效预测绝经前和绝经后早期 ER+ 乳腺癌患者的 LDR 风险。建议对CTS5高危组中Ki-67≥20%的患者以及绝经前HER2-患者进行延长内分泌治疗。与CTS5相比,新的提名图模型具有更好的识别和校准能力,还需要进一步研究,在大规模、多中心和前瞻性研究中验证其疗效。
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来源期刊
CiteScore
4.90
自引率
0.00%
发文量
130
审稿时长
4-8 weeks
期刊介绍: ​​​​​​​American Journal of Clinical Oncology is a multidisciplinary journal for cancer surgeons, radiation oncologists, medical oncologists, GYN oncologists, and pediatric oncologists. The emphasis of AJCO is on combined modality multidisciplinary loco-regional management of cancer. The journal also gives emphasis to translational research, outcome studies, and cost utility analyses, and includes opinion pieces and review articles. The editorial board includes a large number of distinguished surgeons, radiation oncologists, medical oncologists, GYN oncologists, pediatric oncologists, and others who are internationally recognized for expertise in their fields.
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