Colorectal Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York.
Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York.
JAMA Netw Open. 2021 Nov 1;4(11):e2133457. doi: 10.1001/jamanetworkopen.2021.33457.
Predicting outcomes in patients receiving neoadjuvant therapy for rectal cancer is challenging because of tumor downstaging. Validated clinical calculators that can estimate recurrence-free survival (RFS) and overall survival (OS) among patients with rectal cancer who have received multimodal therapy are needed.
To develop and validate clinical calculators providing estimates of rectal cancer recurrence and survival that are better for individualized decision-making than the American Joint Committee on Cancer (AJCC) staging system or the neoadjuvant rectal (NAR) score.
DESIGN, SETTING, AND PARTICIPANTS: This prognostic study developed risk models, graphically represented as nomograms, for patients with incomplete pathological response using Cox proportional hazards and multivariable regression analyses with restricted cubic splines. Because patients with complete pathological response to neoadjuvant therapy had uniformly favorable outcomes, their predictions were obtained separately. The study included 1400 patients with stage II or III rectal cancer who received treatment with chemotherapy, radiotherapy, and surgery at 2 comprehensive cancer centers (Memorial Sloan Kettering [MSK] Cancer Center and Siteman Cancer Center [SCC]) between January 1, 1998, and December 31, 2017. Patients from the MSK cohort received chemoradiation, surgery, and adjuvant chemotherapy from January 1, 1998, to December 31, 2014; these patients were randomly assigned to either a model training group or an internal validation group. Models were externally validated using data from the SCC cohort, who received either chemoradiation, surgery, and adjuvant chemotherapy (chemoradiotherapy group) or short-course radiotherapy, consolidation chemotherapy, and surgery (total neoadjuvant therapy with short-course radiotherapy group) from January 1, 2009, to December 31, 2017. Data were analyzed from March 1, 2020, to January 10, 2021.
Chemotherapy, radiotherapy, chemoradiotherapy, and surgery.
Recurrence-free survival and OS were the outcome measures, and the discriminatory performance of the clinical calculators was measured with concordance index and calibration plots. The ability of the clinical calculators to predict RFS and OS was compared with that of the AJCC staging system and the NAR score. The models for RFS and OS among patients with incomplete pathological response included postoperative pathological tumor category, number of positive lymph nodes, tumor distance from anal verge, and large- and small-vessel venous and perineural invasion; age was included in the risk model for OS. The final clinical calculators provided RFS and OS estimates derived from Kaplan-Meier curves for patients with complete pathological response and from risk models for patients with incomplete pathological response.
Among 1400 total patients with locally advanced rectal cancer, the median age was 57.8 years (range, 18.0-91.9 years), and 863 patients (61.6%) were male, with tumors at a median distance of 6.7 cm (range, 0-15.0 cm) from the anal verge. The MSK cohort comprised 1069 patients; of those, 710 were assigned to the model training group and 359 were assigned to the internal validation group. The SCC cohort comprised 331 patients; of those, 200 were assigned to the chemoradiotherapy group and 131 were assigned to the total neoadjuvant therapy with short-course radiotherapy group. The concordance indices in the MSK validation data set were 0.70 (95% CI, 0.65-0.76) for RFS and 0.73 (95% CI, 0.65-0.80) for OS. In the external SCC data set, the concordance indices in the chemoradiotherapy group were 0.71 (95% CI, 0.62-0.81) for RFS and 0.72 (95% CI, 0.59-0.85) for OS; the concordance indices in the total neoadjuvant therapy with short-course radiotherapy group were 0.62 (95% CI, 0.49-0.75) for RFS and 0.67 (95% CI, 0.46-0.84) for OS. Calibration plots confirmed good agreement between predicted and observed events. These results compared favorably with predictions based on the AJCC staging system (concordance indices for MSK validation: RFS = 0.69 [95% CI, 0.64-0.74]; OS = 0.67 [95% CI, 0.58-0.75]) and the NAR score (concordance indices for MSK validation: RFS = 0.56 [95% CI, 0.50-0.63]; OS = 0.56 [95% CI, 0.46-0.66]). Furthermore, the clinical calculators provided more individualized outcome estimates compared with the categorical schemas (eg, estimated RFS for patients with AJCC stage IIIB disease ranged from 7% to 68%).
In this prognostic study, clinical calculators were developed and validated; these calculators provided more individualized estimates of the likelihood of RFS and OS than the AJCC staging system or the NAR score among patients with rectal cancer who received multimodal treatment. The calculators were easy to use and applicable to both short- and long-course radiotherapy regimens, and they may be used to inform surveillance strategies and facilitate future clinical trials and statistical power calculations.
由于肿瘤降期,预测接受新辅助治疗的直肠癌患者的预后具有挑战性。需要能够评估接受多模式治疗的直肠癌患者无复发生存率(RFS)和总生存率(OS)的经过验证的临床计算器。
开发和验证用于预测直肠癌复发和生存的临床计算器,这些计算器比美国癌症联合委员会(AJCC)分期系统或新辅助直肠(NAR)评分更适合个体化决策。
设计、地点和参与者:这项预后研究使用 Cox 比例风险和多变量回归分析以及受限立方样条,为不完全病理反应的患者开发了风险模型,并以列线图的形式表示。由于接受新辅助治疗的患者具有完全病理反应,因此他们的预测结果是单独获得的。该研究纳入了 2 家综合癌症中心(纪念斯隆凯特琳癌症中心 [MSK] 和西特曼癌症中心 [SCC]) 1998 年 1 月 1 日至 2017 年 12 月 31 日期间接受化疗、放疗和手术治疗的 II 期或 III 期直肠癌患者 1400 例。MSK 队列的患者接受了从 1998 年 1 月 1 日至 2014 年 12 月 31 日的放化疗、手术和辅助化疗;这些患者被随机分配到模型训练组或内部验证组。使用 SCC 队列的数据对模型进行了外部验证,SCC 队列的患者接受了放化疗、手术和辅助化疗(放化疗组)或短程放疗、巩固化疗和手术(总新辅助治疗加短程放疗组),时间为 2009 年 1 月 1 日至 2017 年 12 月 31 日。数据的分析时间为 2020 年 3 月 1 日至 2021 年 1 月 10 日。
化疗、放疗、放化疗和手术。
无复发生存率和 OS 是主要的观察指标,通过一致性指数和校准图来衡量临床计算器的区分性能。与 AJCC 分期系统和 NAR 评分相比,比较了临床计算器预测 RFS 和 OS 的能力。不完全病理反应患者的 RFS 和 OS 风险模型包括术后病理肿瘤类别、阳性淋巴结数量、肿瘤距肛缘的距离、大血管和小血管静脉及神经周围侵犯;年龄包含在 OS 风险模型中。最终的临床计算器提供了来自完全病理反应患者的 Kaplan-Meier 曲线和不完全病理反应患者的风险模型的 RFS 和 OS 估计值。
在总共 1400 例局部晚期直肠癌患者中,中位年龄为 57.8 岁(范围,18.0-91.9 岁),863 例(61.6%)为男性,肿瘤距肛缘的中位距离为 6.7cm(范围,0-15.0cm)。MSK 队列包括 1069 例患者;其中 710 例被分配到模型训练组,359 例被分配到内部验证组。SCC 队列包括 331 例患者;其中 200 例被分配到放化疗组,131 例被分配到总新辅助治疗加短程放疗组。MSK 验证数据集中的一致性指数为 0.70(95%CI,0.65-0.76),OS 为 0.73(95%CI,0.65-0.80)。在外部 SCC 数据集中,放化疗组的 RFS 一致性指数为 0.71(95%CI,0.62-0.81),OS 为 0.72(95%CI,0.59-0.85);总新辅助治疗加短程放疗组的 RFS 一致性指数为 0.62(95%CI,0.49-0.75),OS 为 0.67(95%CI,0.46-0.84)。校准图证实了预测事件与观察事件之间的良好一致性。这些结果与基于 AJCC 分期系统(MSK 验证:RFS=0.69[95%CI,0.64-0.74];OS=0.67[95%CI,0.58-0.75])和 NAR 评分(MSK 验证:RFS=0.56[95%CI,0.50-0.63];OS=0.56[95%CI,0.46-0.66])的预测结果相比具有优势。此外,与分类方案相比,临床计算器提供了更个体化的结局估计,例如,AJCC IIIB 期疾病患者的估计 RFS 范围为 7%-68%。
在这项预后研究中,开发和验证了临床计算器;这些计算器比 AJCC 分期系统或 NAR 评分更能为接受多模式治疗的直肠癌患者提供更个体化的 RFS 和 OS 估计。该计算器易于使用,适用于短程和长程放疗方案,可用于告知监测策略,并促进未来的临床试验和统计功效计算。