Rodday Angie Mae, Evens Andrew M, Maurer Matthew J, Upshaw Jenica N, Counsell Nicholas, Rossetti Sara, Chang Cheryl, Cui Zhu, Xiang Qingyan, Mwangi Raphael, Advani Ranjana, Andre Marc, Gallamini Andrea, Hay Annette E, Hodgson David C, Hoppe Richard T, Hutchings Martin, Johnson Peter, Mou Eric, Opat Stephen, Raemaekers John, Savage Kerry J, Parsons Susan K, Radford John
Institute for Clinical Research and Health Policy Studies, Tufts Medical Center, Boston.
Division of Blood Disorders, Rutgers Cancer Institute, New Brunswick, NJ.
NEJM Evid. 2025 Sep;4(9):EVIDoa2500115. doi: 10.1056/EVIDoa2500115. Epub 2025 Jun 19.
A predictive model for early-stage classic Hodgkin's lymphoma (cHL) does not exist. Leveraging patient-level data from large clinical trials and registries, we developed and validated a model that we term the Early-Stage cHL International Prognostication Index (E-HIPI) to predict 2-year progression-free survival (PFS).
We developed the model using the Transparent Reporting of a Multivariable Prediction Model for Individual Prognosis or Diagnosis (TRIPOD) guidelines in 3000 adults with newly diagnosed early-stage cHL from four international phase III clinical trials conducted from 1994 to 2011. External validation was performed in two cohorts, totaling 2360 treated patients from five international cHL registries (1996 to 2019). Two-year PFS was estimated using a Cox model with pretreatment variables selected using backward elimination. Internal validation corrected for overfitting. External validation assessed discrimination and calibration. The final model was also compared against European Organisation for Research and Treatment of Cancer (EORTC) favorable or unfavorable status.
The median age in the development cohort was 31.2 years; 77.4% had stage II disease. The estimated 2-year PFS was 93.7%. Final variables retained in the model were sex and continuous values of maximum tumor diameter (MTD), and levels of hemoglobin and albumin. The optimism-corrected C statistic in the development cohort was 0.63 (95% confidence interval, 0.60 to 0.69). Two-year PFS was lower in the validation cohorts 1 (90.3%) and 2 (91.6%). In validation cohort 1, the C statistic was 0.63 and the calibration slope was near 1, but overall calibration indicated underprediction, which improved on updating the intercept. The performance was similar in validation cohort 2. In addition, higher-risk E-HIPI scores were associated with worse outcomes in both the EORTC unfavorable and favorable subgroups. When included altogether in one Cox model, the E-HIPI was associated with PFS, whereas EORTC favorable or unfavorable status was not. Online risk calculators were developed (https://rtools.mayo.edu/holistic_ehipi/).
Utilizing objective, continuous, and readily available variables, we developed and validated a new prediction model for early-stage cHL. Male sex, lower hemoglobin or albumin levels, and higher MTDs were associated with worse PFS. (Funded by the National Cancer Institute; grant number, NCI R01 CA 262265-04.).
目前尚无针对早期经典型霍奇金淋巴瘤(cHL)的预测模型。我们利用来自大型临床试验和登记处的患者水平数据,开发并验证了一个模型,我们将其称为早期cHL国际预后指数(E-HIPI),以预测2年无进展生存期(PFS)。
我们根据多变量个体预后或诊断预测模型的透明报告(TRIPOD)指南,在1994年至2011年进行的四项国际III期临床试验中,对3000例新诊断的成年早期cHL患者开发了该模型。在两个队列中进行了外部验证,这两个队列共有来自五个国际cHL登记处(1996年至2019年)接受治疗的2360例患者。使用Cox模型估计2年PFS,采用向后消除法选择预处理变量。内部验证对过度拟合进行了校正。外部验证评估了区分度和校准度。最终模型还与欧洲癌症研究与治疗组织(EORTC)的有利或不利状态进行了比较。
开发队列中的中位年龄为31.2岁;77.4%患有II期疾病。估计的2年PFS为93.7%。模型中保留的最终变量为性别、最大肿瘤直径(MTD)的连续值、血红蛋白和白蛋白水平。开发队列中经乐观校正的C统计量为0.63(95%置信区间,0.60至0.69)。验证队列1(90.3%)和验证队列2(91.6%)的2年PFS较低。在验证队列1中,C统计量为0.63,校准斜率接近1,但总体校准显示预测不足,在更新截距后有所改善。验证队列2中的表现相似。此外,在EORTC不利和有利亚组中,较高风险的E-HIPI评分均与较差的预后相关。当全部纳入一个Cox模型时,E-HIPI与PFS相关,而EORTC有利或不利状态则不然。开发了在线风险计算器(https://rtools.mayo.edu/holistic_ehipi/)。
利用客观、连续且易于获得的变量,我们开发并验证了一种针对早期cHL患者的新预测模型。男性、较低的血红蛋白或白蛋白水平以及较高的MTD与较差的PFS相关。(由美国国立癌症研究所资助;资助编号,NCI R01 CA 262265-04。)