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Ayers EC, Smith SM. Diffuse Large B-Cell Lymphoma in the Older and Frail Patient. Cancers (Basel) 2025; 17:885. [PMID: 40075732 PMCID: PMC11899176 DOI: 10.3390/cancers17050885] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2025] [Revised: 02/10/2025] [Accepted: 02/21/2025] [Indexed: 03/14/2025] Open
Abstract
Outcomes in older, unfit, and frail patients with diffuse large B-cell lymphoma (DLBCL) are inferior compared to younger and fit patients. Despite tremendous progress in the treatment landscape of DLBCL, few clinical trials have focused specifically on this high-risk patient population. This review focuses on the pathophysiology unique to the older patient with DLBCL, as well as the evidence behind current treatment approaches. This article also aims to highlight emerging prognostic tools and novel treatment strategies that may improve the outcomes in this patient cohort in the future.
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Affiliation(s)
- Emily C. Ayers
- Division of Hematology and Oncology, University of Virginia School of Medicine, Charlottesville, VA 22903, USA;
| | - Sonali M. Smith
- Section of Hematology/Oncology, Department of Medicine, University of Chicago, Chicago, IL 60637, USA
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Tian Y, Zhao WY, Liu YR, Song WW, Lin QX, Gong YN, Deng YT, Gu DN, Tian L. Machine learning reveals CAT gene as a novel potential diagnostic and prognostic biomarker in non-small cell lung cancer. Discov Oncol 2024; 15:774. [PMID: 39692815 DOI: 10.1007/s12672-024-01670-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/13/2024] [Accepted: 12/04/2024] [Indexed: 12/19/2024] Open
Abstract
BACKGROUND Non-small cell lung cancer (NSCLC) represents one of the most prevalent forms of lung cancer, with a five-year survival rate of 21.7%. There is an urgent need to identify pertinent biomarkers to inform the diagnosis and prognosis of tumors, particularly those that can be applied to different age groups. Herein, we would apply machine learning methods to specifically analyze the issue of biomarker applicability across different age groups in NSCLC. METHODS Studies have shown a higher incidence of NSCLC in people over 40 years of age, and due to the limitations of data set, studies of individuals under 40 years of age were not included in this study. To simulate the human aging model as closely as possible, we gathered corresponding non-small cell lung cancer (NSCLC) samples from the UCSC Xena database based on patient age information. These samples were then categorized into three groups: 40-60, 60-80, and over 80 years old. Subsequently, we employed four machine learning methods-Random Forest, LASSO regression analysis, XGBoost, and GBM-to identify gene sets with significant diagnostic value for each age group. By taking the intersection of these sets, we identified the optimal gene and assessed its prognostic significance in NSCLC. Then, the diagnostic value of CAT gene was validated using global public databases, including the GSE32863, GSE43458, GSE68571, GSE10072, and GSE63459 datasets from the Americas, the GSE30219 and GSE102511 datasets from Europe, and the GSE31210 and GSE19804 datasets from Asia. Furthermore, immunohistochemical staining was performed in an independent cohort from a tissue microarray. Additionally, cell culture and RT-qPCR were employed for external validation. RESULTS Through the implementation of machine learning methods, we successfully identified the catalase (CAT) gene. Our analysis revealed that individuals with high expression of the CAT gene experienced improved survival rates. Additionally, these individuals exhibited elevated immune scores. We further discovered that the CAT gene synergizes with multiple components of neutrophils, including TLRs, FcRn, and the selective GEF of Rho-family GTPases. In addition, we identified a potential immune checkpoint, TNFSF15, which is applicable to the human aging model. Finally, we validated the CAT gene's diagnostic value using databases encompassing the Americas, Europe, and Asia regions. Through external RT-qPCR validation, we verified that CAT expression in BEAS-2B was higher than that of A549. In an independent human cohort, we also verified that CAT is lowly expressed in lung cancer tissues. In addition, higher CAT levels were associated with improved survival in the 40-60 and 60-80 age groups. CONCLUSIONS In our analysis of the NSCLC database, we pinpointed the CAT gene, which holds promise for potential diagnostic and prognostic applications in the context of human aging. Furthermore, it may offer insights into addressing age-related heterogeneity of NSCLC.
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Affiliation(s)
- Yi Tian
- Department of Central Laboratory, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200030, China
| | - Wen-Ya Zhao
- Department of Central Laboratory, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200030, China
| | - Yi-Ru Liu
- Department of Medical Oncology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325000, China
| | - Wen-Wen Song
- Department of Medical Oncology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325000, China
| | - Qiao-Xin Lin
- Department of Medical Oncology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325000, China
| | - Yan-Na Gong
- Department of Medical Oncology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325000, China
| | - Yi-Ting Deng
- Department of Medical Oncology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325000, China
| | - Dian-Na Gu
- Department of Medical Oncology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325000, China.
| | - Ling Tian
- Department of Central Laboratory, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200030, China.
- Department of Medical Oncology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325000, China.
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Chu Y, Liu Y, Fang X, Jiang Y, Ding M, Ge X, Yuan D, Lu K, Li P, Li Y, Xu H, Fan J, Zhou X, Wang X. The epidemiological patterns of non-Hodgkin lymphoma: global estimates of disease burden, risk factors, and temporal trends. Front Oncol 2023; 13:1059914. [PMID: 37333805 PMCID: PMC10272809 DOI: 10.3389/fonc.2023.1059914] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2022] [Accepted: 05/19/2023] [Indexed: 06/20/2023] Open
Abstract
Background The incidence of non-Hodgkin's lymphoma (NHL) has increased steadily over the past few decades. Elucidating its global burden will facilitate more effective disease management and improve patient outcomes. We explored the disease burden, risk factors, and trends in incidence and mortality in NHL globally. Methods The up-to-date data on age-standardized incidence and mortality rates of NHL were retrieved from the GLOBOCAN 2020, CI5 volumes I-XI, WHO mortality database, and Global Burden of Disease (GBD) 2019, focusing on geographic disparities worldwide. We reported incidence and mortality by sex and age, along with corresponding age-standardized rates (ASRs), the average annual percentage change (AAPC), and future burden estimates to 2040. Results In 2020, there were an estimated 545,000 new cases and 260,000 deaths of NHL globally. In addition, NHL resulted in 8,650,352 age-standardized DALYs in 2019 worldwide. The age-specific incidence rates varied drastically across world areas, at least 10-fold in both sexes, with the most pronounced increase trend found in Australia and New Zealand. By contrast, North African countries faced a more significant mortality burden (ASR, 3.7 per 100,000) than highly developed countries. In the past decades, the pace of increase in incidence and mortality accelerated, with the highest AAPC of 4.9 (95%CI: 3.6-6.2) and 6.8 (95%CI: 4.3-9.2) in the elderly population, respectively. Considering risk factors, obesity was positively correlated with age-standardized incidence rates (P< 0.001). And North America was the high-risk region for DALYs due to the high body mass index in 2019. Regarding demographic change, NHL incident cases are projected to rise to approximately 778,000 by 2040. Conclusion In this pooled analysis, we provided evidence for the growing incidence trends in NHL, particularly among women, older adults, obese populations, and HIV-infected people. And the marked increase in the older population is still a public health issue that requires more attention. Future efforts should be directed at cultivating health awareness and formulating effective and locally tailored cancer prevention strategies, especially in most developing countries.
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Affiliation(s)
- Yurou Chu
- Department of Hematology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
| | - Yingyue Liu
- Department of Hematology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
| | - Xiaosheng Fang
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Yujie Jiang
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Mei Ding
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Xueling Ge
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Dai Yuan
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Kang Lu
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Peipei Li
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Ying Li
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Hongzhi Xu
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Juan Fan
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Xiangxiang Zhou
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
- Shandong Provincial Engineering Research Center of Lymphoma, Jinan, Shandong, China
- Branch of National Clinical Research Center for Hematologic Diseases, Jinan, Shandong, China
- National Clinical Research Center for Hematologic Diseases, the First Affiliated Hospital of Soochow University, Suzhou, China
| | - Xin Wang
- Department of Hematology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
- Shandong Provincial Engineering Research Center of Lymphoma, Jinan, Shandong, China
- Branch of National Clinical Research Center for Hematologic Diseases, Jinan, Shandong, China
- National Clinical Research Center for Hematologic Diseases, the First Affiliated Hospital of Soochow University, Suzhou, China
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Lugtenburg PJ, Mutsaers PGNJ. How I treat older patients with DLBCL in the frontline setting. Blood 2023; 141:2566-2575. [PMID: 36413153 PMCID: PMC10646795 DOI: 10.1182/blood.2020008239] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2022] [Revised: 10/04/2022] [Accepted: 10/28/2022] [Indexed: 11/23/2022] Open
Abstract
Diffuse large B-cell lymphoma (DLBCL) is an aggressive but potentially curable disease and is most common in older people. Rituximab-CHOP (cyclophosphamide, doxorubicin, vincristine, prednisone) is the standard of care for fit patients without cardiac contraindications. In each individual older patient, the potential gains of treatment should be balanced against the risks of treatment-related morbidity and mortality. A simplified comprehensive geriatric assessment or easily performed assessments such as gait speed and grip strength can be helpful to assess the fitness of an older patient. Prephase with corticosteroids, rigorous supportive care including granulocyte colony-stimulating factor prophylaxis and careful monitoring can be important in preventing adverse events. In unfit older patients, a dynamic dosing strategy is often applied. For very old patients (≥80 years) a dose-reduced regimen (rituximab-miniCHOP) is recommended. When anthracyclines are contraindicated, doxorubicin can be replaced by etoposide or gemcitabine. Most frail patients do not benefit from chemotherapy. Further progress can be expected from non-chemotherapy-based therapies, such as bispecific antibodies, antibody-drug conjugates, and immunomodulatory agents. This article provides an overview of first line treatment in older patients with DLBCL and our approach to the management of these challenging cases.
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Affiliation(s)
- Pieternella J. Lugtenburg
- Department of Hematology, Erasmus MC Cancer Institute, University Medical Center, Rotterdam, The Netherlands
| | - Pim G. N. J. Mutsaers
- Department of Hematology, Erasmus MC Cancer Institute, University Medical Center, Rotterdam, The Netherlands
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Hiroi T, Hosoi H, Kuriyama K, Murata S, Morimoto M, Mushino T, Nishikawa A, Tamura S, Sonoki T. An evaluation based on relative treatment intensity in older patients treated with reduced-dose R-THP-COP therapy for diffuse large B-cell lymphoma: A multicenter retrospective cohort study. J Geriatr Oncol 2023; 14:101396. [PMID: 36328877 DOI: 10.1016/j.jgo.2022.10.011] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Revised: 09/14/2022] [Accepted: 10/18/2022] [Indexed: 12/23/2022]
Abstract
INTRODUCTION The number of older patients with diffuse large B-cell lymphoma (DLBCL) is increasing. Although the standard treatment for newly diagnosed younger patients with DLBCL has been established, no consensus has been reached regarding the optimal chemotherapy intensity and regimen for older patients with DLBCL. In addition, no method for evaluating treatment intensity in retrospective studies when different numbers of chemotherapy courses are administered has been elucidated. MATERIALS AND METHODS A multicenter retrospective analysis was conducted to evaluate the outcomes of a reduced-dose R-THP-COP regimen, which included 30 mg/m2 of pirarubicin, in 54 patients with DLBCL who were aged ≥75. To assess treatment intensity, we defined the relative treatment intensity (RTI) as the number of courses administered multiplied by the relative dose intensity (RDI). RESULTS The estimated four-year overall survival rates (OS) of the patients aged 75-80 and ≥ 80 were 55.1% and 60.6%, respectively. There was no significant difference in four-year OS between these age groups. In our cohort, there was no significant difference in the estimated four-year OS between the patients who received reduced-dose R-THP-COP at an RDI of ≥61% and those that received it at an RDI of <61% (P = 0.35). On the other hand, the patients who received reduced-dose R-THP-COP at an RTI of ≥2.7 exhibited a significantly higher estimated four-year OS than those treated at an RTI of <2.7 (68.5% vs. 28.7%; P < 0.001). Multivariate analysis revealed that the RTI was a significant independent predictor of OS. The cumulative incidence of treatment-related mortality (TRM) at one year was 4.2% and 3.4% in the 75-80 and ≥ 80 age groups, respectively. The cumulative incidence of TRM was significantly worse among the patients with Charlson Comorbidity Index (CCI) scores of ≥2 than among those with CCI scores of 0 or 1. DISCUSSION Our study suggests that the reduced-dose R-THP-COP regimen is a suitable treatment option for older patients with DLBCL, especially those with CCI scores of <2. Our study also showed that the RTI may be a valuable tool for assessing treatment intensity in retrospective studies involving older patients.
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Affiliation(s)
- Takayuki Hiroi
- Department of Hematology/Oncology, Wakayama Medical University, Wakayama, Japan; Department of Internal Medicine, Kainan Municipal Medical Center, Wakayama, Japan
| | - Hiroki Hosoi
- Department of Hematology/Oncology, Wakayama Medical University, Wakayama, Japan; Department of Internal Medicine, Kainan Municipal Medical Center, Wakayama, Japan.
| | - Kodai Kuriyama
- Department of Hematology/Oncology, Wakayama Medical University, Wakayama, Japan; Department of Internal Medicine, Kainan Municipal Medical Center, Wakayama, Japan; Department of Hematology, Japanese Red Cross Kyoto Daiichi Hospital, Kyoto, Japan
| | - Shogo Murata
- Department of Hematology/Oncology, Wakayama Medical University, Wakayama, Japan
| | - Masaya Morimoto
- Department of Hematology/Oncology, Wakayama Medical University, Wakayama, Japan; Department of Hematology, Kinan Hospital, Wakayama, Japan
| | - Toshiki Mushino
- Department of Hematology/Oncology, Wakayama Medical University, Wakayama, Japan; Department of Hematology, Kinan Hospital, Wakayama, Japan
| | - Akinori Nishikawa
- Department of Hematology/Oncology, Wakayama Medical University, Wakayama, Japan
| | - Shinobu Tamura
- Department of Hematology/Oncology, Wakayama Medical University, Wakayama, Japan; Department of Hematology, Kinan Hospital, Wakayama, Japan
| | - Takashi Sonoki
- Department of Hematology/Oncology, Wakayama Medical University, Wakayama, Japan
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First-line Treatment With Bendamustine and Rituximab for Old and Frail Patients With Aggressive Lymphoma: Results of the B-R-ENDA Trial. Hemasphere 2022; 6:e808. [PMID: 36479544 PMCID: PMC9722574 DOI: 10.1097/hs9.0000000000000808] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Accepted: 10/31/2022] [Indexed: 01/24/2023] Open
Abstract
The incidence of aggressive B-cell lymphomas increases with age, but for elderly or frail patients not eligible for doxorubicin-containing treatment standard therapy remains to be defined. In this prospective, multicenter, phase-2 B-R-ENDA trial, we investigated the feasibility, toxicity, and efficacy of 8 cycles rituximab combined with 6 cycles bendamustine (BR) in elderly or frail aggressive B-cell lymphoma patients: 39 patients aged >80 years and 29 patients aged 61-80 years with elevated Cumulative Illness Rating Scalescore >6 were included. Progression-free survival (PFS) and overall survival (OS) at 2 years were 45% (95% confidence interval [CI], 28%-61%) and 46% (28%-63%) for the patients age >80, as well 32% (13%-51%) and 37% (17%-57%) for frail patients age 64-80, respectively. In a preplanned retrospective analysis, we found no significant differences in PFS and OS comparing the outcome of the 39 patients age >80 years with 40 patients aged 76-80 years treated with 6xR-CHOP (cyclophosphamide, doxorubicin, vincristine, prednisolone) and 2 x rituximab in the RICOVER-60 trial (DSHNHL 1999-1, NCT00052936, EU-20243), yet we detected lower rates of infections and treatment-related deaths in the BR-treated patients. We demonstrate that older and frail patients with aggressive B-cell lymphoma who are not able to receive standard CHOP-based therapy can benefit from anthracycline-free therapy as a feasible and effective therapeutic option.
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Campbell BA, Bakst RL, Milgrom SA, Seymour JF. Balancing the Therapeutic Ratio in DLBCL Requires Appropriate, Individualized Patient Selection Rather Than Broad Elimination of Radiation Therapy. Int J Radiat Oncol Biol Phys 2022; 113:479-488. [PMID: 35777387 DOI: 10.1016/j.ijrobp.2022.02.017] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Accepted: 02/11/2022] [Indexed: 11/26/2022]
Affiliation(s)
- Belinda A Campbell
- Department of Radiation Oncology, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia; The Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, Victoria, Australia; Department of Clinical Pathology, University of Melbourne, Parkville, Victoria, Australia.
| | - Richard L Bakst
- Department of Radiation Oncology, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Sarah A Milgrom
- Department of Radiation Oncology, University of Colorado, Aurora, Colorado
| | - John F Seymour
- The Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, Victoria, Australia; Department of Haematology, Peter MacCallum Cancer Centre and Royal Melbourne Hospital, Melbourne, Victoria, Australia
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Johnson PC, Yi A, Horick N, Amonoo HL, Newcomb RA, Lavoie MW, Rice J, Reynolds MJ, Ritchie CS, Nipp RD, El-Jawahri A. Clinical Outcomes, Treatment Toxicity, and Health Care Utilization in Older Adults with Aggressive Non-Hodgkin Lymphoma. Oncologist 2021; 26:965-973. [PMID: 34327767 DOI: 10.1002/onco.13915] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Accepted: 07/12/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Although balancing treatment efficacy with risks of complications is critical for older adults with aggressive non-Hodgkin lymphoma (NHL), few studies have described these patients' clinical outcomes, rates of toxicities, and health care utilization. METHODS We conducted a retrospective analysis of adults ≥65 years diagnosed with aggressive NHL and receiving systemic therapy at Massachusetts General Hospital from April 2000 to July 2020. We abstracted patient characteristics, clinical outcomes, treatment toxicity, unplanned hospitalizations, and intensive care unit (ICU) admissions within 6 months of treatment initiation from the medical record. Using multivariable logistic regression, we examined factors associated with rates of grade 3+ nonhematologic toxicity and unplanned hospitalization. RESULTS Among 295 patients (median age, 73 years; 39.0% female), 5-year overall survival (OS) was 74.2%. Five-year OS by age group (65-69, 70-74, 75-79, and 80+ years) was 82.2%, 72.0%, 73.6%, and 66.4%, respectively. Overall, 42.4% experienced grade 3+ toxicity, with 8.1% experiencing grades 4-5. The rates of unplanned hospitalization and ICU admission were 41.0% and 6.1%, respectively. In multivariable analysis, hypoalbuminemia (odds ratio [OR], 4.29; p < .001) and high comorbidity score (OR, 4.22; p < .001) were associated with likelihood of grade 3+ toxicity. Hypoalbuminemia (OR, 2.83; p = .003), high comorbidity score (OR, 3.93; p = .001), and receipt of EPOCH (etoposide, prednisone, vincristine, cyclophosphamide, doxorubicin; OR, 5.45; p = .012) were associated with likelihood of unplanned hospitalization. CONCLUSIONS The majority of older adults receiving upfront therapy for aggressive NHL survive beyond 5 years, yet nearly half experience substantial treatment toxicities and unplanned hospitalizations. Our findings underscore the need for supportive care interventions to enhance the care experience of this population. IMPLICATIONS FOR PRACTICE The results of this study highlight the potential benefits of intensive chemoimmunotherapy for the majority of older adults with aggressive non-Hodgkin lymphoma, even at advanced ages. Nearly half of older adults experienced substantial treatment toxicities and unplanned hospitalizations, emphasizing the unmet need for supportive care interventions in this population. The present study also identified hypoalbuminemia and patient comorbidity score as factors associated with grade 3+ nonhematologic toxicity and unplanned hospitalization. These findings may guide the development and implementation of targeted supportive care interventions in high-risk older adults with aggressive non-Hodgkin lymphoma.
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Affiliation(s)
- P Connor Johnson
- Division of Hematology & Oncology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Alisha Yi
- Division of Hematology & Oncology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Nora Horick
- Department of Statistics, Massachusetts General Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Hermioni L Amonoo
- Harvard Medical School, Boston, Massachusetts, USA.,Department of Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Richard A Newcomb
- Division of Hematology & Oncology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Mitchell W Lavoie
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Julia Rice
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Matthew J Reynolds
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Christine S Ritchie
- The Mongan Institute and the Division of Palliative Care and Geriatric Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Ryan D Nipp
- Division of Hematology & Oncology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Areej El-Jawahri
- Division of Hematology & Oncology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
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