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Shoag J, Rotz SJ, Hanna R, Buhtoiarov I, Dewey EN, Bruckman D, Hamilton BK. Disparities in access to hematopoietic cell transplant persist at a transplant center. Bone Marrow Transplant 2024; 59:1258-1264. [PMID: 38871963 PMCID: PMC11368813 DOI: 10.1038/s41409-024-02327-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Revised: 05/30/2024] [Accepted: 06/03/2024] [Indexed: 06/15/2024]
Abstract
Disparities in access to hematopoietic cell transplant (HCT) are well established. Prior studies have identified barriers, such as referral and travel to an HCT center, that occur before consultation. Whether differences in access persist after evaluation at an HCT center remains unknown. The psychosocial assessment for transplant eligibility may impede access to transplant after evaluation. We performed a single-center retrospective review of 1102 patients who underwent HCT consultation. We examined the association between race/ethnicity (defined as Hispanic, non-Hispanic Black, non-Hispanic White, and Other) and socioeconomic status (defined by zip code median household income quartiles and insurance type) with receipt of HCT and Psychosocial Assessment of Candidates for Transplantation (PACT) scores. Race/ethnicity was associated with receipt of HCT (p = 0.02) with non-Hispanic Whites comprising a higher percentage of HCT recipients than non-recipients. Those living in higher income quartiles and non-publicly insured were more likely to receive HCT (p = 0.02 and p < 0.001, respectively). PACT scores were strongly associated with income quartiles (p < 0.001) but not race/ethnicity or insurance type. Race/ethnicity and socioeconomic status impact receipt of HCT among patients evaluated at an HCT center. Further investigation as to whether the psychosocial eligibility evaluation limits access to HCT in vulnerable populations is warranted.
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Affiliation(s)
- Jamie Shoag
- Division of Pediatric Hematology, Oncology, and Blood & Marrow Transplantation, Pediatric Institute, Cleveland Clinic, Cleveland, OH, USA.
| | - Seth J Rotz
- Division of Pediatric Hematology, Oncology, and Blood & Marrow Transplantation, Pediatric Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Rabi Hanna
- Division of Pediatric Hematology, Oncology, and Blood & Marrow Transplantation, Pediatric Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Ilia Buhtoiarov
- Division of Pediatric Hematology, Oncology, and Blood & Marrow Transplantation, Pediatric Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Elizabeth N Dewey
- Center for Populations Health Research, Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, OH, USA
| | - David Bruckman
- Center for Populations Health Research, Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, OH, USA
| | - Betty K Hamilton
- Department of Hematology and Medical Oncology, Blood and Marrow Transplantation, Cleveland Clinic, Taussig Cancer Institute, Cleveland, OH, USA
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Tsuang WM, Lopez R, Tang A, Budev M, Schold JD. Place-based heterogeneity in lung transplant recipient outcomes. Am J Transplant 2022; 22:2981-2989. [PMID: 35962587 PMCID: PMC11362981 DOI: 10.1111/ajt.17170] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Revised: 07/14/2022] [Accepted: 08/11/2022] [Indexed: 01/25/2023]
Abstract
Place is defined as a social or environmental area of residence with meaning to a patient. We hypothesize there is an association between place and the clinical outcomes of lung transplant recipients in the United States. In a retrospective cohort study of transplants between January 1, 2010, and December 31, 2019, in the Scientific Registry of Transplant Recipients, multivariable Cox regression models were used to test the association between place (through social and environmental factors) with readmission, lung rejection, and survival. Among 18,465 recipients, only 20% resided in the same county as the transplant center. Recipients from the most socially vulnerable counties when compared to the least vulnerable were more likely to have COPD as a native disease, Black or African American race, and travel long distances to reach a transplant center. Higher local life expectancy was associated with lower likelihood for readmission (odds ratio [OR] = 0.90, 95% confidence interval [CI]: 0.84, 0.98, p = .01). Higher social vulnerability was associated with a higher likelihood of lung rejection (OR = 1.37, [CI]: 1.07, 1.76, p = .01). There was no association of residence with posttransplant survival. Recipient place-based factors were associated with complications and processes of care after transplant and warrant further investigation.
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Affiliation(s)
- Wayne M. Tsuang
- Respiratory institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Rocio Lopez
- Center for Populations Health Research, Lerner Research institute, Cleveland Clinic, Cleveland, Ohio, USA
- Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio, USA
| | - Anne Tang
- Center for Populations Health Research, Lerner Research institute, Cleveland Clinic, Cleveland, Ohio, USA
- Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio, USA
| | - Marie Budev
- Respiratory institute, Cleveland Clinic, Cleveland, Ohio, USA
| | - Jesse D. Schold
- Center for Populations Health Research, Lerner Research institute, Cleveland Clinic, Cleveland, Ohio, USA
- Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio, USA
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3
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Joo JH, Hong S, Rybicki LA, Hamilton BK, Majhail NS. Community health status and long-term outcomes in 1-year survivors of autologous and allogeneic hematopoietic cell transplantation. Bone Marrow Transplant 2022; 57:671-673. [PMID: 35124693 DOI: 10.1038/s41409-022-01602-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Revised: 01/26/2022] [Accepted: 01/26/2022] [Indexed: 11/09/2022]
Affiliation(s)
- Julia H Joo
- Cleveland Clinic Lerner College of Medicine, Cleveland, OH, USA
| | - Sanghee Hong
- Department of Hematology and Oncology, Seidman Cancer Center, University Hospital Cleveland Medical Center, Case Western Reserve University, Cleveland, OH, USA
| | - Lisa A Rybicki
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Betty K Hamilton
- Blood and Marrow Transplant Program, Taussig Cancer Center, Cleveland Clinic, Cleveland, OH, USA
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Hong S, Majhail NS. Increasing access to allotransplants in the United States: the impact of race, geography, and socioeconomics. HEMATOLOGY. AMERICAN SOCIETY OF HEMATOLOGY. EDUCATION PROGRAM 2021; 2021:275-280. [PMID: 34889386 PMCID: PMC8791157 DOI: 10.1182/hematology.2021000259] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Allogeneic hematopoietic cell transplantation (HCT) is particularly susceptible to racial, socioeconomic, and geographic disparities in access and outcomes given its specialized nature and its availability in select centers in the United States. Nearly all patients who need HCT have a potential donor in the current era, but racial minority populations are less likely to have an optimal donor and often rely on alternative donor sources. Furthermore, prevalent health care disparity factors are further accentuated and can be barriers to access and referral to a transplant center. Research has primarily focused on defining and quantifying a variety of social determinants of health and their association with access to allogeneic HCT, with a focus on race/ethnicity and socioeconomic status. However, research on interventions is lacking and is an urgent unmet need. We discuss the role of racial, socioeconomic, and geographic disparities in access to allogeneic HCT, along with policy changes to address and mitigate them and opportunities for future research.
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Affiliation(s)
- Sanghee Hong
- Department of Hematology and Oncology, University Hospitals, Case Western Reserve University, Cleveland, OH
| | - Navneet S Majhail
- Blood and Marrow Transplant Program, Taussig Cancer Center, Cleveland Clinic, Cleveland, OH
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Hong S, Brazauskas R, Hebert KM, Ganguly S, Abdel-Azim H, Diaz MA, Beattie S, Ciurea SO, Szwajcer D, Badawy SM, Gratwohl AA, LeMaistre C, Aljurf MDSM, Olsson RF, Bhatt NS, Farhadfar N, Yared JA, Yoshimi A, Seo S, Gergis U, Beitinjaneh AM, Sharma A, Lazarus H, Law J, Ulrickson M, Hashem H, Schoemans H, Cerny J, Rizzieri D, Savani BN, Kamble RT, Shaw BE, Khera N, Wood WA, Hashmi S, Hahn T, Lee SJ, Rizzo JD, Majhail NS, Saber W. Community health status and outcomes after allogeneic hematopoietic cell transplantation in the United States. Cancer 2021; 127:609-618. [PMID: 33085090 PMCID: PMC7855526 DOI: 10.1002/cncr.33232] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2020] [Revised: 07/01/2020] [Accepted: 07/27/2020] [Indexed: 12/12/2022]
Abstract
BACKGROUND The association of community factors and outcomes after hematopoietic cell transplantation (HCT) has not been comprehensively described. Using the County Health Rankings and Roadmaps (CHRR) and the Center for International Blood and Marrow Transplant Research (CIBMTR), this study evaluated the impact of community health status on allogeneic HCT outcomes. METHODS This study included 18,544 adult allogeneic HCT recipients reported to the CIBMTR by 170 US centers in 2014-2016. Sociodemographic, environmental, and community indicators were derived from the CHRR, an aggregate community risk score was created, and scores were assigned to each patient (patient community risk score [PCS]) and transplant center (center community risk score [CCS]). Higher scores indicated less healthy communities. The impact of PCS and CCS on patient outcomes after allogeneic HCT was studied. RESULTS The median age was 55 years (range, 18-83 years). The median PCS was -0.21 (range, -1.37 to 2.10; standard deviation [SD], 0.42), and the median CCS was -0.13 (range, -1.04 to 0.96; SD, 0.40). In multivariable analyses, a higher PCS was associated with inferior survival (hazard ratio [HR] per 1 SD increase, 1.04; 99% CI, 1.00-1.08; P = .0089). Among hematologic malignancies, a tendency toward inferior survival was observed with a higher PCS (HR, 1.04; 99% CI, 1.00-1.08; P = .0102); a higher PCS was associated with higher nonrelapse mortality (NRM; HR, 1.08; 99% CI, 1.02-1.15; P = .0004). CCS was not significantly associated with survival, relapse, or NRM. CONCLUSIONS Patients residing in counties with a worse community health status have inferior survival as a result of an increased risk of NRM after allogeneic HCT. There was no association between the community health status of the transplant center location and allogeneic HCT outcomes.
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Affiliation(s)
- Sanghee Hong
- Blood and Marrow Transplant Program, Taussig Cancer Center,
Cleveland Clinic, Cleveland OH
| | - Ruta Brazauskas
- CIBMTR® (Center for International Blood and Marrow
Transplant Research), Department of Medicine, Medical College of Wisconsin,
Milwaukee, WI
- Division of Biostatistics, Institute of Health and Equity,
Medical College of Wisconsin, Milwaukee, WI
| | - Kyle M. Hebert
- CIBMTR® (Center for International Blood and Marrow
Transplant Research), Department of Medicine, Medical College of Wisconsin,
Milwaukee, WI
| | - Siddhartha Ganguly
- Division of Hematological Malignancy and Cellular
Therapeutics, University of Kansas Health System, Kansas City, KS
| | - Hisham Abdel-Azim
- Division of Hematology, Oncology and Blood & Marrow
Transplantation, Children’s Hospital Los Angeles, University of Southern
California Keck School of Medicine, Los Angeles, CA
| | - Miguel Angel Diaz
- Department of Hematology/Oncology, Hospital Infantil
Universitario Nino Jesus, Madrid, Spain
| | - Sara Beattie
- Department of Psychosocial Oncology and Rehabilitation, Tom
Baker Cancer Centre, Calgary, AB, Canada
- Department of Oncology, University of Calgary,
Canada
| | | | | | - Sherif M. Badawy
- Division of Hematology, Oncology and Stem Cell
Transplant, Ann & Robert H. Lurie Children’s Hospital of Chicago,
Chicago, IL
- Department of Pediatrics, Northwestern University
Feinberg School of Medicine, Chicago, IL
| | | | | | - Mahmoud D. S. M. Aljurf
- Department of Oncology, King Faisal Specialist Hospital
Center & Research, Riyadh, Saudi Arabia
| | - Richard F. Olsson
- Department of Laboratory Medicine, Karolinska Institutet,
Stockholm, Sweden
- Centre for Clinical Research Sormland, Uppsala
University, Uppsala, Sweden
| | | | - Nosha Farhadfar
- Division of Hematology/Oncology, University of Florida
College of Medicine, Gainesville, FL
| | - Jean A. Yared
- Blood & Marrow Transplantation Program, Division of
Hematology/Oncology, Department of Medicine, Greenebaum Comprehensive Cancer Center,
University of Maryland, Baltimore, MD
| | - Ayami Yoshimi
- Department of Pediatrics and Adolescent Medicine,
Division of Pediatric Hematology and Oncology, Medical Center – University of
Freiburg, Freiburg, Germany
| | - Sachiko Seo
- Department of Hematology and Oncology, Dokkyo Medical
University, Tochigi, Japan
| | | | | | - Akshay Sharma
- Department of Bone Marrow Transplantation and Cellular
Therapy, St. Jude Children’s Research Hosptial, Memphis, TN
| | - Hillard Lazarus
- University Hospitals Cleveland Medical Center, Case
Western Reserve University; Cleveland, OH
| | - Jason Law
- Division of Pediatric Hematology/Oncology, Floating
Hospital for Children at Tufts Medical Center, Boston, MA
| | | | - Hasan Hashem
- Division of Pediatric Hematology/Oncology and Bone Marrow
Transplantation, King Hussein Cancer Center, Amman, Jordan
| | - Hélène Schoemans
- Department of Hematology, University Hospitals Leuven and
KU Leuven, Leuven, Belgium
| | - Jan Cerny
- Division of Hematology/Oncology, Department of Medicine,
University of Massachusetts Medical Center, Worcester, MA
| | - David Rizzieri
- Division of Hematologic Malignancies and Cellular
Therapy, Duke University, Durham, NC
| | - Bipin N. Savani
- Division of Hematology/Oncology, Department of Medicine,
Vanderbilt University Medical Center, Nashville TN
| | - Rammurti T. Kamble
- Division of Hematology and Oncology, Center for Cell and
Gene Therapy, Baylor College of Medicine, Houston, TX
| | - Bronwen E. Shaw
- CIBMTR® (Center for International Blood and Marrow
Transplant Research), Department of Medicine, Medical College of Wisconsin,
Milwaukee, WI
| | - Nandita Khera
- Department of Hematology/Oncology, Mayo Clinic, Phoenix,
AZ
| | - William A. Wood
- Division of Hematology/Oncology, Department of Medicine,
University of North Carolina, Chapel Hill, NC
| | - Shahrukh Hashmi
- Department of Internal Medicine, Mayo Clinic, MN
- Oncology Center, King Faisal Specialist Hospital and
Research Center, Riyadh, Saudi Arabia
| | - Theresa Hahn
- Department of Medicine, Roswell Park Comprehensive Cancer
Center, Buffalo, NY
| | - Stephanie J. Lee
- CIBMTR® (Center for International Blood and Marrow
Transplant Research), Department of Medicine, Medical College of Wisconsin,
Milwaukee, WI
- Fred Hutchinson Cancer Research Center, Seattle,
WA
| | - J. Douglas Rizzo
- CIBMTR® (Center for International Blood and Marrow
Transplant Research), Department of Medicine, Medical College of Wisconsin,
Milwaukee, WI
| | - Navneet S. Majhail
- Blood and Marrow Transplant Program, Taussig Cancer Center,
Cleveland Clinic, Cleveland OH
| | - Wael Saber
- CIBMTR® (Center for International Blood and Marrow
Transplant Research), Department of Medicine, Medical College of Wisconsin,
Milwaukee, WI
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The Transplant Evaluation Rating Scale predicts overall survival after allogeneic hematopoietic stem cell transplantation. Blood Adv 2020; 4:4812-4821. [PMID: 33022065 DOI: 10.1182/bloodadvances.2020002204] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2020] [Accepted: 08/07/2020] [Indexed: 11/20/2022] Open
Abstract
To evaluate the impact of psychosocial risks on post-hematopoietic stem cell transplantation (HSCT) outcomes, we prospectively conducted psychosocial assessment of 556 consecutive allogeneic HSCT patients who received their first allogeneic transplant at our center between 2003 and 2017. The Transplant Evaluation Rating Scale (TERS) score was prospectively assessed by a psychologist before transplantation, and patients were categorized as low, intermediate, or high risk based on their TERS score. Patients in the high-risk TERS group had significantly longer hospital stays during the first 180 days and 1 year post-allogeneic HSCT compared with the low-risk group (16 vs 13 and 21 vs 16 days; P = .05 and .02, respectively). The survival estimates for low-, intermediate-, and high-risk TERS groups at 3 year were as follows: overall survival (OS), 73%, 60%, and 65%; disease-free survival (DFS), 63%, 55%, and 60%; nonrelapse mortality (NRM), 11%, 20%, and 17%; and relapse, 26%, 25%, and 23%, respectively. In a multivariable analysis, intermediate- and high-risk TERS scores predicted for inferior OS, similar DFS, and higher NRM compared with low-risk TERS score. In a subset analysis of patients with low/intermediate risk per Disease Risk Index, multivariable analysis showed that high- and intermediate-risk TERS scores predicted for significantly worse OS, worse DFS, higher NRM, and similar relapse rates compared with low-risk TERS score. Our findings show that psychosocial factors as measured by TERS score are strong predictors of morbidity and mortality after HSCT among patients with low/intermediate disease risk.
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Kansagra A, Farnia S, Majhail N. Expanding Access to Chimeric Antigen Receptor T-Cell Therapies: Challenges and Opportunities. Am Soc Clin Oncol Educ Book 2020; 40:1-8. [PMID: 32347759 DOI: 10.1200/edbk_279151] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Chimeric antigen receptor (CAR) T-cell therapy is a major advancement in the treatment of lymphoid malignancies, especially diffuse large B-cell lymphoma and acute lymphoblastic leukemia (ALL). Since the U.S. Food and Drug Administration (FDA) approval of two CAR T-cell therapies, axicabtagene ciloleucel and tisagenlecleucel, experience has highlighted various barriers to their broader access and use, including challenges related to manufacturing a patient-specific product, high costs and inadequate reimbursement, incomplete or nonsustained disease responses, and potential for causing life-threatening toxicities. Research on disparities, application, and practice of hematopoietic cell transplantation (HCT) can inform opportunities to address similar barriers to use of CAR T-cell therapies that are currently available as well as other cellular therapies that are expected to become available in the near future. To ensure optimal patient outcomes, these therapies should preferably be administered at centers that have experience and established quality processes and practices. We review opportunities for centers, manufacturers, payers, and policy makers to address barriers to care. We also provide a summary of available and alternative payments models for commercial CAR T-cell and other cellular therapies.
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Affiliation(s)
- Ankit Kansagra
- Department of Medicine, University of Texas Southwestern Medical Center, Dallas, TX
| | - Stephanie Farnia
- Center for Clinical Value, Blue Cross Blue Shield Association, Chicago, IL
| | - Navneet Majhail
- Blood and Marrow Transplant Program, Cleveland Clinic, Cleveland, OH
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Hong S, Rybicki L, Corrigan D, Dabney J, Hamilton BK, Kalaycio M, Lawrence C, McLellan L, Sobecks R, Lee SJ, Majhail NS. Psychosocial Assessment of Candidates for Transplant (PACT) as a tool for psychological and social evaluation of allogeneic hematopoietic cell transplantation recipients. Bone Marrow Transplant 2019; 54:1443-1452. [PMID: 30696998 PMCID: PMC6663643 DOI: 10.1038/s41409-019-0455-y] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2018] [Revised: 12/29/2018] [Accepted: 01/07/2019] [Indexed: 01/22/2023]
Abstract
Psychosocial Assessment of Candidates for Transplant (PACT) is a tool originally developed to address psychosocial risks in solid organ transplant recipients and has the potential for application to hematopoietic cell transplantation (HCT) recipients. In a retrospective cohort study, we reviewed 404 adult allogeneic HCT cases from 2003 to 2014 to identify predictors of adverse psychosocial status as determined by PACT. Final PACT rating was poor/borderline (score 0-1) in 5%, acceptable (score 2) in 22%, good (score 3) in 44%, and excellent (score 4) in 29% recipients. In multivariable regression, higher PACT score was associated with White race (odds ratio [OR] 2.95, P < 0.001), having a related donor (OR 1.61, P = 0.015), and a higher quality of life score (OR 1.22/ 10-point increase in FACT-BMT total score, P < 0.001). PACT score correlated with all quality of life subscales. The final PACT score was associated with non-relapse mortality (HR 0.82/ 1-point increase, p = 0.03) in multivariable analysis that considered patient and disease factors, but not in models that also included transplant-related factors and performance status. PACT score was not associated with overall survival. PACT can be considered as part of a comprehensive psychosocial assessment for identifying patients who may require additional resources around allogeneic HCT.
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Affiliation(s)
- Sanghee Hong
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
| | - Lisa Rybicki
- Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, OH, USA
| | - Donna Corrigan
- Blood & Marrow Transplant Program, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Jane Dabney
- Blood & Marrow Transplant Program, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Betty K Hamilton
- Blood & Marrow Transplant Program, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH, USA
- Department of Hematology and Oncology, Cleveland Clinic, Cleveland, OH, USA
| | - Matt Kalaycio
- Blood & Marrow Transplant Program, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH, USA
- Department of Hematology and Oncology, Cleveland Clinic, Cleveland, OH, USA
| | - Christine Lawrence
- Blood & Marrow Transplant Program, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Linda McLellan
- Blood & Marrow Transplant Program, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Ronald Sobecks
- Blood & Marrow Transplant Program, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH, USA
- Department of Hematology and Oncology, Cleveland Clinic, Cleveland, OH, USA
| | - Stephanie J Lee
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Navneet S Majhail
- Blood & Marrow Transplant Program, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH, USA
- Department of Hematology and Oncology, Cleveland Clinic, Cleveland, OH, USA
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