Novel composite health assessment risk model for older allogeneic transplant recipients: BMT-CTN 1704.

Journal: Blood advances
Published Date:

Abstract

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.

Authors

  • Mohamed L Sorror
    Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, WA.
  • Wael Saber
    Center for International Blood and Marrow Transplant Research, Medical College of Wisconsin, Milwaukee, WI, USA.
  • Brent Logan
    Division of Biostatistics, Medical College of Wisconsin, Milwaukee, WI, 53226.
  • Nancy Geller
    The Office of Biostatistics Research, National Heart, Lung, and Blood Institute, Bethesda, MD.
  • Anna Bellach
    The Office of Biostatistics Research, National Heart, Lung, and Blood Institute, Bethesda, MD.
  • Jianqun Kou
    Division of Hematology and Oncology, Medical College of Wisconsin, Milwaukee, WI.
  • William Wood
    Lineberger Comprehensive Cancer Center, University of North Carolina Hospitals, Chapel Hill, NC.
  • John M McCarty
    Cellular Immunotherapies and Transplant Program, Virginia Commonwealth University Massey Cancer Center, Richmond, VA.
  • Thomas G Knight
    Department of Hematologic Oncology and Blood Disorders, Levine Cancer Institute, Atrium Health, Charlotte, NC.
  • Lyndsey Runaas
    Center for International Blood and Marrow Transplant Research, Medical College of Wisconsin, Milwaukee, WI, USA.
  • Laura Johnston
    Division of Blood and Marrow Transplantation, Department of Medicine, Stanford University School of Medicine, Stanford, CA.
  • Jeremy Walston
    Division of Geriatric Medicine and Gerontology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD.
  • Ryotaro Nakamura
    Division of Hematology, Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA.
  • Lori Jarrett
    Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, WA.
  • Asmita Mishra
    Blood and Marrow Transplant and Cellular Immunotherapy, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL.
  • Joseph Uberti
    Division of BMT, Leukemia & Lymphoma, Karmanos Cancer Institute, Wayne State University, Detroit, MI.
  • Parastoo B Dahi
    Adult Bone Marrow Transplant, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY.
  • Jennifer N Saultz
    Division of Hematology/Medical Oncology, School of Medicine, Oregon Health & Science University, Portland, OR.
  • Shannon R McCurdy
    Division of Hematology and Oncology, Department of Medicine, University of Pennsylvania, Philadelphia, PA.
  • Lawrence E Morris
    Northside Hospital Leukemia and BMT Programs, The Blood and Marrow Transplant Program at Northside Hospital, Atlanta, GA.
  • Philip H Imus
    Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD.
  • William J Hogan
    Division of Hematology (W10), Mayo Clinic, Rochester, MN.
  • Kalyan Nadiminti
    Carbone Cancer Center, University of Wisconsin Hospitals and Clinics, Madison, WI.
  • Vijaya Raj Bhatt
    Division of Hematology-Oncology, Department of Internal Medicine, University of Nebraska Medical Center, Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, NE.
  • Rebecca Olin
    Helen Diller Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA.
  • Joseph Maakaron
    Division of Hematology, Oncology, and Transplantation, Department of Medicine, University of Minnesota Medical Center, Minneapolis, MN.
  • Ronald Sobecks
    Department of Hematologic Oncology and Blood Disorders, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH.
  • Sarah A Wall
    Division of Hematology, The Ohio State University, Columbus, OH.
  • Deborah Mattila
    Center for International Blood and Marrow Transplant Research, Minneapolis, MN.
  • Bailey Protz
    Center for International Blood and Marrow Transplant Research, Minneapolis, MN.
  • Steven M Devine
    Center for International Blood and Marrow Transplant Research, NMDP, Minneapolis, MN.
  • Mary M Horowitz
    Center for International Blood and Marrow Transplant Research, Medical College of Wisconsin, Milwaukee, WI, USA.
  • Andrew S Artz
    Division of Hematology, Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA.