Sorror Mohamed L, Saber Wael, Logan Brent, Geller Nancy, Bellach Anna, Kou Jianqun, Wood William, McCarty John M, Knight Thomas G, Runaas Lyndsey, Johnston Laura, Walston Jeremy, Nakamura Ryotaro, Jarrett Lori, Mishra Asmita, Uberti Joseph, Dahi Parastoo B, Saultz Jennifer N, McCurdy Shannon R, Morris Lawrence E, Imus Philip H, Hogan William J, Nadiminti Kalyan, Bhatt Vijaya Raj, Olin Rebecca, Maakaron Joseph, Sobecks Ronald, Wall Sarah A, Mattila Deborah, Protz Bailey, Devine Steven M, Horowitz Mary M, Artz Andrew S
Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, WA.
Division of Medical Oncology, Department of Medicine, University of Washington School of Medicine, Seattle, WA.
Blood Adv. 2025 Jul 8;9(13):3268-3280. doi: 10.1182/bloodadvances.2025015793.
Allogeneic hematopoietic cell transplantation (allo-HCT) is potentially curative for older adults with hematologic malignancies. Concerns on nonrelapse mortality (NRM) in older adults limit allo-HCT utilization. We executed a prospective, observational study BMT-CTN 1704 (Blood and Marrow Transplant Clinical Trials Network) enrolling allo-HCT recipients aged ≥60 years from 49 centers in the United States. We analyzed associations between 13 measurements of older adult health and NRM within 1 year to construct a comprehensive health assessment risk model (primary-CHARM) using multivariate Fine-Gray model and grouped penalized variable selection. Two machine learning (ML) models (Cox and pseudo-value boosting) were also explored. Models' performances were compared using area under the curve (AUC), with bootstrap and cross-validation sampling to correct for optimism, decision curve analysis (DCA), calibration, and Brier scores. Among 1105 patients with median age of 67 (range, 60-82) years who received allo-HCT, NRM was 14.4% and overall survival (OS) 71.7% at 1 year. Factors statistically selected for inclusion in primary-CHARM were higher comorbidity burden, lower albumin, higher C-reactive protein, older age, higher weight-loss percentage, lower patient-reported performance score, and cognitive impairment. Primary-CHARM scores were independently associated with higher NRM (hazard ratio [HR], 2.72; P < .0001) and worse OS (HR, 2.09; P < .0001). Bootstrap bias-corrected AUC for primary-CHARM was 0.591. Comparing primary-CHARM with HCT-comorbidity index and 2 ML-CHARM models, calibration, Brier score, and DCA analysis favored primary-CHARM. Primary-CHARM, with mostly simple and readily available parameters, risk stratifies older adults for allo-HCT. Adopting primary-CHARM in practice may promote broader use of HCT by quantifying risk and enhance the design of strategies to improve outcomes. This trial was registered at www.ClinicalTrials.gov as #NCT03992352.
异基因造血细胞移植(allo-HCT)对患有血液系统恶性肿瘤的老年人具有潜在的治愈作用。对老年人非复发死亡率(NRM)的担忧限制了allo-HCT的应用。我们开展了一项前瞻性观察性研究BMT-CTN 1704(血液和骨髓移植临床试验网络),纳入了来自美国49个中心的年龄≥60岁的allo-HCT受者。我们分析了13项老年人健康指标与1年内NRM之间的关联,使用多变量Fine-Gray模型和分组惩罚变量选择构建了一个综合健康评估风险模型(primary-CHARM)。还探索了两种机器学习(ML)模型(Cox模型和伪值增强模型)。使用曲线下面积(AUC)比较模型性能,并采用自助法和交叉验证抽样来校正乐观偏差,进行决策曲线分析(DCA)、校准和Brier评分。在1105例接受allo-HCT的患者中,年龄中位数为67岁(范围60 - 82岁),1年时NRM为14.4%,总生存期(OS)为71.7%。经统计学选择纳入primary-CHARM的因素包括更高的合并症负担、更低的白蛋白水平、更高的C反应蛋白水平、更高的年龄、更高的体重减轻百分比、更低的患者报告的体能评分以及认知障碍。Primary-CHARM评分与更高的NRM(风险比[HR],2.72;P <.0001)和更差的OS(HR,2.09;P <.0001)独立相关。Primary-CHARM的自助法偏差校正AUC为0.591。将primary-CHARM与HCT合并症指数和两种ML-CHARM模型进行比较,校准、Brier评分和DCA分析更支持primary-CHARM。Primary-CHARM大多采用简单且易于获得的参数,对接受allo-HCT的老年人进行风险分层。在实践中采用primary-CHARM可能通过量化风险促进HCT的更广泛应用,并加强改善预后策略的设计。该试验已在www.ClinicalTrials.gov注册,注册号为#NCT03992352。