Institute for Clinical Research and Health Policy Studies, Tufts Medical Center, Boston, MA.
The CardioVascular Center and Advanced Heart Failure Program, Tufts Medical Center, Boston, MA.
J Clin Oncol. 2023 Apr 10;41(11):2076-2086. doi: 10.1200/JCO.22.02473. Epub 2022 Dec 10.
The International Prognostic Score (IPS) has been used in classic Hodgkin lymphoma (cHL) for 25 years. However, analyses have documented suboptimal performance of the IPS among contemporarily treated patients. Harnessing multisource individual patient data from the Hodgkin Lymphoma International Study for Individual Care consortium, we developed and validated a modern clinical prediction model.
Model development via Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis guidelines was performed on 4,022 patients with newly diagnosed advanced-stage adult cHL from eight international phase III clinical trials, conducted from 1996 to 2014. External validation was performed on 1,431 contemporaneously treated patients from four real-world cHL registries. To consider association over a full range of continuous variables, we evaluated piecewise linear splines for potential nonlinear relationships. Five-year progression-free survival (PFS) and overall survival (OS) were estimated using Cox proportional hazard models.
The median age in the development cohort was 33 (18-65) years; nodular sclerosis was the most common histology. Kaplan-Meier estimators were 0.77 for 5-year PFS and 0.92 for 5-year OS. Significant predictor variables included age, sex, stage, bulk, absolute lymphocyte count, hemoglobin, and albumin, with slight variation for PFS versus OS. Moreover, age and absolute lymphocyte count yielded nonlinear relationships with outcomes. Optimism-corrected c-statistics in the development model for 5-year PFS and OS were 0.590 and 0.720, respectively. There was good discrimination and calibration in external validation and consistent performance in internal-external validation. Compared with the IPS, there was superior discrimination for OS and enhanced calibration for PFS and OS.
We rigorously developed and externally validated a clinical prediction model in > 5,000 patients with advanced-stage cHL. Furthermore, we identified several novel nonlinear relationships and improved the prediction of patient outcomes. An online calculator was created for individualized point-of-care use.
国际预后评分(IPS)在经典霍奇金淋巴瘤(cHL)中已经使用了 25 年。然而,分析表明 IPS 在当代治疗患者中的表现并不理想。我们利用 Hodgkin Lymphoma International Study for Individual Care 联盟的多源个体患者数据,开发并验证了一个现代临床预测模型。
通过透明报告个体预后或诊断的多变量预测模型指南进行模型开发,该模型基于 8 项 1996 年至 2014 年进行的国际三期临床试验中 4022 例新诊断的晚期成人 cHL 患者的数据。在来自 4 个真实世界 cHL 登记处的 1431 例当代治疗患者中进行了外部验证。为了考虑连续变量的整个范围的相关性,我们评估了分段线性样条以潜在的非线性关系。使用 Cox 比例风险模型估计 5 年无进展生存(PFS)和总生存(OS)。
发展队列的中位年龄为 33 岁(18-65 岁);结节性硬化症是最常见的组织学类型。Kaplan-Meier 估计值为 5 年 PFS 的 0.77 和 5 年 OS 的 0.92。显著的预测变量包括年龄、性别、分期、肿块大小、绝对淋巴细胞计数、血红蛋白和白蛋白,而 PFS 与 OS 略有不同。此外,年龄和绝对淋巴细胞计数与结局呈非线性关系。在发展模型中,5 年 PFS 和 OS 的校正后 optimism-corrected c 统计量分别为 0.590 和 0.720。在外部验证中具有良好的区分度和校准度,内部-外部验证中表现一致。与 IPS 相比,OS 的区分度更高,PFS 和 OS 的校准度更好。
我们严格地在超过 5000 例晚期 cHL 患者中开发和外部验证了一个临床预测模型。此外,我们发现了一些新的非线性关系,并提高了患者结局的预测能力。创建了一个在线计算器,用于个体化的即时使用。