Department of Surgical Oncology, Erasmus Medical Centre Cancer Institute, Rotterdam, Netherlands.
Department of Public Health, Erasmus University Medical Centre, Rotterdam, Netherlands.
Lancet Oncol. 2024 Apr;25(4):509-517. doi: 10.1016/S1470-2045(24)00076-7.
The introduction of adjuvant systemic treatment for patients with high-risk melanomas necessitates accurate staging of disease. However, inconsistencies in outcomes exist between disease stages as defined by the American Joint Committee on Cancer (8th edition). We aimed to develop a tool to predict patient-specific outcomes in people with melanoma rather than grouping patients according to disease stage.
Patients older than 13 years with confirmed primary melanoma who underwent sentinel lymph node biopsy (SLNB) between Oct 29, 1997, and Nov 11, 2013, at four European melanoma centres (based in Berlin, Germany; Amsterdam and Rotterdam, the Netherlands; and Warsaw, Poland) were included in the development cohort. Potential predictors of recurrence-free and melanoma-specific survival assessed were sex, age, presence of ulceration, primary tumour location, histological subtype, Breslow thickness, sentinel node status, number of sentinel nodes removed, maximum diameter of the largest sentinel node metastasis, and Dewar classification. A prognostic model and nomogram were developed to predict 5-year recurrence-free survival on a continuous scale in patients with stage pT1b or higher melanomas. This model was also calibrated to predict melanoma-specific survival. Model performance was assessed by discrimination (area under the time-dependent receiver operating characteristics curve [AUC]) and calibration. External validation was done in a cohort of patients with primary melanomas who underwent SLNB between Jan 30, 1997, and Dec 12, 2013, at the Melanoma Institute Australia (Sydney, NSW, Australia).
The development cohort consisted of 4071 patients, of whom 2075 (51%) were female and 1996 (49%) were male. 889 (22%) had sentinel node-positive disease and 3182 (78%) had sentinel node-negative disease. The validation cohort comprised 4822 patients, of whom 1965 (41%) were female and 2857 (59%) were male. 891 (18%) had sentinel node-positive disease and 3931 (82%) had sentinel node-negative disease. Median follow-up was 4·8 years (IQR 2·3-7·8) in the development cohort and 5·0 years (2·2-8·9) in the validation cohort. In the development cohort, 5-year recurrence-free survival was 73·5% (95% CI 72·0-75·1) and 5-year melanoma-specific survival was 86·5% (85·3-87·8). In the validation cohort, the corresponding estimates were 66·1% (64·6-67·7) and 83·3% (82·0-84·6), respectively. The final model contained six prognostic factors: sentinel node status, Breslow thickness, presence of ulceration, age at SLNB, primary tumour location, and maximum diameter of the largest sentinel node metastasis. In the development cohort, for the model's prediction of recurrence-free survival, the AUC was 0·80 (95% CI 0·78-0·81); for prediction of melanoma-specific survival, the AUC was 0·81 (0·79-0·84). External validation showed good calibration for both outcomes, with AUCs of 0·73 (0·71-0·75) and 0·76 (0·74-0·78), respectively.
Our prediction model and nomogram accurately predicted patient-specific risk probabilities for 5-year recurrence-free and melanoma-specific survival. These tools could have important implications for clinical decision making when considering adjuvant treatments in patients with high-risk melanomas.
Erasmus Medical Centre Cancer Institute.
对于高危黑色素瘤患者,辅助全身治疗的引入需要对疾病进行准确分期。然而,根据美国癌症联合委员会(第 8 版)定义的疾病分期,各期之间的结果存在不一致。我们旨在开发一种工具,以预测黑色素瘤患者的个体患者预后,而不是根据疾病分期对患者进行分组。
1997 年 10 月 29 日至 2013 年 11 月 11 日期间,在四家欧洲黑色素瘤中心(分别位于德国柏林、荷兰阿姆斯特丹和鹿特丹以及波兰华沙)接受前哨淋巴结活检(SLNB)的年龄大于 13 岁且确诊为原发性黑色素瘤的患者纳入了发展队列。评估了复发无病生存率和黑色素瘤特异性生存率的潜在预测因素包括性别、年龄、溃疡存在、原发肿瘤位置、组织学亚型、Breslow 厚度、前哨淋巴结状态、前哨淋巴结切除数目、最大前哨淋巴结转移的最大直径以及 Dewar 分类。为了预测 pT1b 或更高期黑色素瘤患者的 5 年复发无病生存率,建立了一个连续尺度的预测模型和列线图。该模型还经过校准以预测黑色素瘤特异性生存率。通过区分(时间依赖性接收者操作特征曲线下的面积[AUC])和校准来评估模型性能。在澳大利亚黑色素瘤研究所(悉尼,新南威尔士州,澳大利亚)于 1997 年 1 月 30 日至 2013 年 12 月 12 日期间接受 SLNB 的原发性黑色素瘤患者队列中进行了外部验证。
发展队列包括 4071 例患者,其中 2075 例(51%)为女性,1996 例(49%)为男性。889 例(22%)有前哨淋巴结阳性疾病,3182 例(78%)有前哨淋巴结阴性疾病。验证队列包括 4822 例患者,其中 1965 例(41%)为女性,2857 例(59%)为男性。891 例(18%)有前哨淋巴结阳性疾病,3931 例(82%)有前哨淋巴结阴性疾病。在发展队列中,中位随访时间为 4.8 年(IQR 2.3-7.8),在验证队列中为 5.0 年(2.2-8.9)。在发展队列中,5 年无复发生存率为 73.5%(95%CI 72.0-75.1),5 年黑色素瘤特异性生存率为 86.5%(85.3-87.8)。在验证队列中,相应的估计值分别为 66.1%(64.6-67.7)和 83.3%(82.0-84.6)。最终模型包含六个预后因素:前哨淋巴结状态、Breslow 厚度、溃疡存在、SLNB 时的年龄、原发肿瘤位置和最大前哨淋巴结转移的最大直径。在发展队列中,该模型预测复发无病生存率的 AUC 为 0.80(95%CI 0.78-0.81);预测黑色素瘤特异性生存率的 AUC 为 0.81(0.79-0.84)。外部验证显示,两种结局的校准均良好,AUC 分别为 0.73(0.71-0.75)和 0.76(0.74-0.78)。
我们的预测模型和列线图准确地预测了高危黑色素瘤患者 5 年无复发生存率和黑色素瘤特异性生存率的个体患者风险概率。这些工具在考虑高危黑色素瘤患者辅助治疗时,可能对临床决策具有重要意义。
伊拉斯谟医学中心癌症研究所。