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Oluwole OO, Ray MD, Rosettie KL, Ball G, Jacob J, Bilir SP, Patel AR, Jacobson CA. Cost-Effectiveness of Axicabtagene Ciloleucel for Adult Patients With Relapsed or Refractory Follicular Lymphoma in the United States. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2024; 27:1030-1038. [PMID: 38641058 DOI: 10.1016/j.jval.2024.04.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Revised: 03/25/2024] [Accepted: 04/08/2024] [Indexed: 04/21/2024]
Abstract
OBJECTIVES The results of a recent single-arm trial (ZUMA-5) of axicabtagene ciloleucel (axi-cel) for relapsed/refractory (r/r) follicular lymphoma (FL) demonstrated high rates of durable response and tolerable toxicity among treated patients. To quantify the value of axi-cel compared with standard of care (SOC) to manage r/r FL patients who have had at least 2 prior lines of systemic therapy (3L+), a cost-effectiveness model was developed from a US third-party payer perspective. METHODS A 3-state partitioned-survival cost-effectiveness model was developed with a lifetime horizon. Patient-level analyses of the 36-month ZUMA-5 (axi-cel) and SCHOLAR-5 (SOC) studies were used to extrapolate progression-free and overall survivals. After 5 years of survival, an estimated 40% of the modeled population was assumed to experience long-term remission based on literature. Results include the incremental cost-effectiveness ratio (ICER) measured as incremental cost per quality-adjusted life year (QALY) gained. One-way sensitivity analysis, probabilistic sensitivity analysis, and scenario analyses were performed. All outcomes were discounted 3% per year. RESULTS Axi-cel led to an increase of 4.28 life-years, 3.64 QALYs, and a total cost increase of $321 192 relative to SOC, resulting in an ICER of $88 300 per QALY. Across all parameters varied in the one-way sensitivity analysis, the ICER varied between $133 030 and $67 277. In the probabilistic sensitivity analysis, axi-cel had a 99% probability of being cost-effective across 5000 iterations using a $150 000 willingness-to-pay threshold. CONCLUSIONS Given the robustness of the model results and sensitivity analyses, axi-cel is expected to be a cost-effective treatment in 3L+ r/r FL.
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Affiliation(s)
- Olalekan O Oluwole
- Vanderbilt University Medical Center, School of Medicine, Nashville, TN, USA.
| | | | | | - Graeme Ball
- Kite, A Gilead Company, Santa Monica, CA, USA
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Chu Y, Liu Y, Yu Z, Zhan L, Lu T, Jiang Y, Fang X, Zhou X, Wang X. Maintenance and consolidation strategies for patients with untreated advanced follicular lymphoma: A systematic review and network meta-analysis of randomized trials. Cancer 2024; 130:1072-1082. [PMID: 38041532 DOI: 10.1002/cncr.35137] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 10/31/2023] [Accepted: 11/03/2023] [Indexed: 12/03/2023]
Abstract
BACKGROUND The emergence of novel and efficient antibody maintenance approaches has provided more options for post-induction treatment of advanced follicular lymphoma (FL), and further comparisons are required to determine the most clinically beneficial regimen. The authors conducted a systematic review and meta-analysis to evaluate the maintenance or consolidation strategy. METHODS The authors performed two independent searches in PubMed, Web of Science, the Cochrane library databases, Scopus, and Embase for randomized controlled trials (RCTs) evaluating maintenance or consolidation therapy in untreated FL patients. Extracted data included the clinical characteristics, treatment regimen, progression-free survival (PFS), overall survival (OS), and adverse effects. They then pooled the data and used a Bayesian random-effects model to combine direct comparisons with indirect evidence. RESULTS The authors screened 1515 records and identified 13 eligible RCTs that assessed nine different regimens in 5681 advanced FL patients. Reconstructed individual survival data presented that obinutuzumab had the highest effect sizes and certainty of the evidence for PFS (hazard ratio, 0.43; 95% confidence interval, 0.22-0.79) and tolerability compared with observation. However, no benefit was observed in patients according to the OS, regardless of which regimen was taken. Considering other regimens, although an extended course of rituximab maintenance and consolidation therapies presented PFS benefits compared with standard rituximab maintenance, they were also associated with higher toxicity. CONCLUSIONS Although obinutuzumab and rituximab maintenance treatment improved PFS significantly, its clinical benefit requires further validation in larger populations. Furthermore, because few trials informed each treatment comparison, research is needed to refine the understanding of this complex and rapidly evolving treatment landscape.
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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
| | - Zhuoya Yu
- Department of Hematology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
| | - Linquan Zhan
- Department of Hematology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
| | - Tiange Lu
- Department of Hematology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
| | - Yujie Jiang
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Xiaosheng Fang
- 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
- Branch of National Clinical Research Center for Hematologic Diseases, Jinan, Shandong, 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
- 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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Iliadou V, Athanasakis K. Sensitivity Analysis in Economic Evaluations of Immuno-Oncology Drugs: A Systematic Literature Review. Value Health Reg Issues 2023; 37:23-32. [PMID: 37207531 DOI: 10.1016/j.vhri.2023.04.001] [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: 09/14/2022] [Revised: 04/03/2023] [Accepted: 04/12/2023] [Indexed: 05/21/2023]
Abstract
OBJECTIVES This study aimed to review, assess, and report the characteristics and strategies of sensitivity analyses (SAs) that were performed in the context of published economic evaluations of immuno-oncology drugs. METHODS The systematic literature search was conducted in Scopus and MEDLINE for articles published from 2005 to 2021. Study selection, based on a predefined set of criteria, was performed by 2 reviewers independently. We included economic evaluations of Food and Drug Administration-approved immuno-oncology drugs that were published in English and assessed the accompanying SAs on a set of items, including the range justification of the baseline parameters within the deterministic SA, the provisions for the correlation/overlay between parameters, and the justification of the chosen parameter distribution for the probabilistic SA, among others. RESULTS A total of 98 of 295 publications met the inclusion criteria. A total of 90 studies included a one-way and probabilistic SA and 16 of 98 studies had one-way and scenario analysis, alone or together with probabilistic analysis. Most studies provide explicit references as to the choice of parameters and values; nevertheless, there is a lack of a reference of correlation/overlay between parameters in most of the evaluations. In 26 of 98 studies, the most influential parameter for the incremental cost-effectiveness ratio was the under-evaluation drug cost. CONCLUSIONS Most of included articles contained an SA that was implemented according to commonly accepted published guidance. The under-evaluation drug cost, the estimates of progression-free survival, the hazard ratio for overall survival, and the time horizon of the analysis seem to play an important part in the robustness of the outcomes.
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Affiliation(s)
- Vasiliki Iliadou
- Laboratory for Health Technology Assessment, Department of Public Health Policy, University of West Attica, Attiki, Athens, Greece.
| | - Kostas Athanasakis
- Laboratory for Health Technology Assessment, Department of Public Health Policy, University of West Attica, Attiki, Athens, Greece
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Alhaj Moustafa M, Borah BJ, Moriarty JP, Dholakia R, Jiang L, Li K, Witzig TE, Hoppe BS, Peterson J, Cerhan JR, Tun HW. Yttrium-90 Ibritumomab Tiuxetan is Cost-Effective Compared to Bendamustine + Rituximab in Low-grade Lymphomas. CLINICAL LYMPHOMA, MYELOMA & LEUKEMIA 2023; 23:259-265. [PMID: 36775698 PMCID: PMC11402514 DOI: 10.1016/j.clml.2023.01.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Revised: 01/18/2023] [Accepted: 01/20/2023] [Indexed: 01/27/2023]
Abstract
BACKGROUND Yttrium-90 ibritumomab tiuxetan [(90)Y-IT] is a CD20-targeted radio-immunotherapeutic agent. It has shown an excellent therapeutic activity with high tolerability against previously untreated follicular lymphoma (FL) and marginal zone B cell lymphoma (MZL). It is an attractive therapeutic option as the treatment schedule is short and convenient. The aim of our study is to determine the cost-effectiveness of (90)Y-IT in comparison to the standard-of-care bendamustine + rituximab (BR) in the first-line treatment of low-grade FL (LG-FL) and MZL in the real world. PATIENTS AND METHODS We included all patients who were treated with standard-dose (90)Y-IT for previously untreated LG-FL and MZL at the Mayo Clinic Cancer Center (N = 51). A comparator arm with a historical cohort of previously untreated LG-FL and MZL patients who received BR was used (N = 92). RESULTS Inverse propensity weighting was utilized to balance the 2 study arms. There were no differences in terms of overall response rate (100% vs. 98%, P = .18), complete response rate (94% vs. 95%, P = .91), or 5 years progression-free survival (76% vs. 75%, P = .63) between patients who received (90)Y-IT and BR, respectively. Within the first year, patients who received (90)Y-IT required an average of 4.5 fewer oncology clinic visits (P < .001), an average of 10 fewer days of therapeutic use (P < .001), and 40% less use of growth factors (P < .001) as compared to the BR group. The direct therapeutic cost of (90)Y-IT treatment was 54% less than that of 6 cycles of BR. CONCLUSION The findings suggest that (90) Y-IT is more cost-effective than BR and is a viable alternative in up-front management of LG-FL and MZL.
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Affiliation(s)
| | - Bijan J Borah
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN
| | - James P Moriarty
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN
| | - Ruchita Dholakia
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN
| | - Liuyan Jiang
- Department of Pathology, Mayo Clinic, Jacksonville, FL
| | - Ke Li
- Department of Pathology, Mayo Clinic, Jacksonville, FL
| | | | | | | | - James R Cerhan
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN
| | - Han W Tun
- Division of Hematology and Medical Oncology, Mayo Clinic, Jacksonville, FL
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Szakács Z, Lal A, Kristensen J, Farkas N, Ritter Z, Kiss S, Alizadeh H, Balikó A. 90Y-ibritumomab Tiuxetan in B-cell Non-Hodgkin Lymphomas: Real-world Data From the United Arab Emirates. Adv Radiat Oncol 2022; 7:100882. [PMID: 36148378 PMCID: PMC9486419 DOI: 10.1016/j.adro.2021.100882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2021] [Accepted: 12/15/2021] [Indexed: 11/17/2022] Open
Abstract
Purpose B-cell non-Hodgkin lymphomas (NHLs) are significant contributors to cancer-related mortality. In this single-arm, retrospective cohort study, we aimed to examine the outcomes of a radioimmunotherapeutic modality, 90Y-labeled ibritumomab tiuxetan (90YIT) in B-cell NHLs. Methods and Materials We conducted this study based on data from the United Arab Emirates lymphoma registry. All patients with NHL subjected to 90YIT were eligible for inclusion. The country of research lacked a national autologous stem cell transplantation (ASCT) center, but many ASCT-eligible patients received 90YIT. We investigated overall survival (OS) and event-free survival (EFS), as well as safety outcomes. Results Between 2004 and 2008, 54 of 111 patients with B-cell NHL received radioimmunotherapy. The therapy was applied as first-line treatment in 18 cases (33.3%) and second- or later-line treatment in 36 cases (66.7%). All patients were evaluable for response. The first-line group consisted mainly of follicular lymphoma cases, and 3 of 18 patients died (16.7%) during the follow-up (range, 22-67 months). Median OS was not reached. No progression occurred after treatment (median EFS, 36.5 months [Q1-Q3 range, 30.5-44 months]). The second- or later-line group consisted mainly of diffuse large B-cell lymphoma cases, and 3 of 36 patients died (8.3%) during the follow-up (range, 4-68 months). Median OS was not reached. One case of progression was registered (median EFS: 33 months [Q1-Q3 range, 30.5-44 months]). 90YIT had acceptable short- and long-term safety profiles. Conclusions The findings suggest that patients with NHL may benefit from 90YIT as salvage treatment if ASCT is not available; however, this should be validated in randomized studies.
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Affiliation(s)
- Zsolt Szakács
- Division of Hematology, First Department of Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Amar Lal
- Tawam Hospital (in affiliation with Johns Hopkins Medicine), Al Ain, United Arab Emirates
| | - Jorgen Kristensen
- Sheikh Khalifa Medical City, Al Tibbiya, Abu Dhabi, United Arab Emirates
| | - Nelli Farkas
- Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
- Institute of Bioanalysis, Medical School, University of Pécs, Pécs, Hungary
| | - Zsombor Ritter
- Division of Nuclear Medicine, Department of Medical Imaging, Medical School, University of Pécs, Pécs, Hungary
| | - Szabolcs Kiss
- Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
- Doctoral School of Clinical Medicine, University of Szeged, Szeged, Hungary
| | - Hussain Alizadeh
- Division of Hematology, First Department of Medicine, Medical School, University of Pécs, Pécs, Hungary
- Corresponding author: Hussain Alizadeh, MD, PhD
| | - Anett Balikó
- Tolna County Balassa János Hospital (in affiliation with Medical School, University of Pécs), Szekszárd, Hungary
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Zhang PF, Wen F, Wu QJ, Li Q. Atezolizumab with chemotherapy in first-line treatment for metastatic urothelial cancer: a cost-effectiveness analysis. J Comp Eff Res 2022; 11:1021-1030. [PMID: 35924662 DOI: 10.2217/cer-2022-0064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023] Open
Abstract
Purpose: To evaluate the cost-effectiveness of atezolizumab plus chemotherapy as first-line treatment for metastatic urothelial cancer (mUC). Materials & methods: A Markov model was established for the analysis. Parametric survival models were used to fit to progression-free survival and overall survival data in the IMvigor130 study. A series of one-way and probabilistic sensitivity analyses were performed to test the robustness of the model. Results: The incremental cost-effectiveness ratios for atezolizumab plus chemotherapy versus chemotherapy alone were US$475,633.17 and $207,488.17 per quality-adjusted life-year in the USA and China, respectively. Utility for the progression-free survival and progressive disease states, the cost of atezolizumab had the most significant impact on the incremental cost-effectiveness ratio. Conclusion: Atezolizumab plus chemotherapy is not a cost-effective treatment option as a first-line treatment for metastatic urothelial cancer.
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Affiliation(s)
- Peng-Fei Zhang
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041, China.,Med-X Center for Informatics, Sichuan University, Chengdu, 610041, China.,Laboratory of Human Diseases & Immunotherapies, West China Hospital, Sichuan University, Chengdu, 610041, China.,Institute of Immunology & Inflammation, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Feng Wen
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041, China.,Med-X Center for Informatics, Sichuan University, Chengdu, 610041, China
| | - Qiu-Ji Wu
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041, China.,Med-X Center for Informatics, Sichuan University, Chengdu, 610041, China
| | - Qiu Li
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041, China.,Med-X Center for Informatics, Sichuan University, Chengdu, 610041, China
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Eichten C, Ma Q, Delea TE, Hagiwara M, Ramos R, Iorga ŞR, Zhang J, Maziarz RT. Lifetime Costs for Treated Follicular Lymphoma Patients in the US. PHARMACOECONOMICS 2021; 39:1163-1183. [PMID: 34273085 DOI: 10.1007/s40273-021-01052-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 06/02/2021] [Indexed: 06/13/2023]
Abstract
BACKGROUND AND OBJECTIVE The objective of this study was to estimate the lifetime costs of patients receiving treatment for follicular lymphoma (FL) in the United States. METHODS A Markov model was programmed in hēRo3 with a 6-month cycle length, 35-year time horizon (lifetime projection), and health states for line of treatment, response, receipt of maintenance therapy among responders, transformation to diffuse large B-cell lymphoma (DLBCL), development of second primary malignancy (SPM), and death. The model was used to estimate the expected lifetime costs of FL (in 2019 USD), including costs of drug acquisition and administration, transplant procedures, radiotherapy, adverse events, follow-up, DLBCL, SPM, end-of-life care, and indirect costs. Model inputs were based on published sources. RESULTS In the US, patients with FL receiving treatment have a life expectancy of approximately 14.5 years from initiation of treatment and expected lifetime direct and indirect costs of US$515,884. Costs of drugs for induction therapy represent the largest expenditure (US$233,174), followed by maintenance therapy costs (US$88,971) and terminal care costs (US$57,065). Despite the relatively advanced age of these patients, indirect costs (due to patient morbidity and mortality and caregiver lost work time) represent a substantial share of total costs (US$40,280). Treated FL patients spend approximately 6.9 years in the health states associated with first-line therapy. Approximately 66 and 46% continue to second- and third-line therapies, respectively. The mean (95% credible interval) of expected lifetime costs based on the probabilistic sensitivity analyses was US$559,202 (421,997-762,553). CONCLUSIONS In the US, the expected lifetime costs of care for FL patients who receive treatment is high. The results highlight the potential economic benefits that might be achieved by treatments for FL that prevent or delay disease progression.
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Affiliation(s)
| | - Qiufei Ma
- Novartis Pharmaceuticals Corporation, East Hanover, NJ, USA
| | | | - May Hagiwara
- Policy Analysis Inc. (PAI), Chestnut Hill, MA, USA
| | - Roberto Ramos
- Novartis Pharmaceuticals Corporation, East Hanover, NJ, USA
| | - Şerban R Iorga
- Novartis Pharmaceuticals Corporation, East Hanover, NJ, USA
| | - Jie Zhang
- Novartis Pharmaceuticals Corporation, East Hanover, NJ, USA
| | - Richard T Maziarz
- Knight Cancer Institute, Oregon Health and Science University, Portland, OR, USA
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Lo AC, James LP, Prica A, Raymakers A, Peacock S, Qu M, Louie AV, Savage KJ, Sehn L, Hodgson D, Yang JC, Eich HTT, Wirth A, Hunink MGM. Positron-emission tomography-based staging is cost-effective in early-stage follicular lymphoma. J Nucl Med 2021; 63:543-548. [PMID: 34413148 PMCID: PMC8973292 DOI: 10.2967/jnumed.121.262324] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Revised: 07/15/2021] [Indexed: 11/17/2022] Open
Abstract
The objective was to assess the cost-effectiveness of staging PET/CT in early-stage follicular lymphoma (FL) from the Canadian health-care system perspective. Methods: The study population was FL patients staged as early-stage using conventional CT imaging and planned for curative-intent radiation therapy (RT). A decision analytic model simulated the management after adding staging PET/CT versus using staging CT alone. In the no-PET/CT strategy, all patients proceeded to curative-intent RT as planned. In the PET/CT strategy, PET/CT information could result in an increased RT volume, switching to a noncurative approach, or no change in RT treatment as planned. The subsequent disease course was described using a state-transition cohort model over a 30-y time horizon. Diagnostic characteristics, probabilities, utilities, and costs were derived from the literature. Baseline analysis was performed using quality-adjusted life years (QALYs), costs (2019 Canadian dollars), and the incremental cost-effectiveness ratio. Deterministic sensitivity analyses were conducted, evaluating net monetary benefit at a willingness-to-pay threshold of $100,000/QALY. Probabilistic sensitivity analysis using 10,000 simulations was performed. Costs and QALYs were discounted at a rate of 1.5%. Results: In the reference case scenario, staging PET/CT was the dominant strategy, resulting in an average lifetime cost saving of $3,165 and a gain of 0.32 QALYs. In deterministic sensitivity analyses, the PET/CT strategy remained the preferred strategy for all scenarios supported by available data. In probabilistic sensitivity analysis, the PET/CT strategy was strongly dominant in 77% of simulations (i.e., reduced cost and increased QALYs) and was cost-effective in 89% of simulations (i.e., either saved costs or had an incremental cost-effectiveness ratio below $100,000/QALY). Conclusion: Our analysis showed that the use of PET/CT to stage early-stage FL patients reduces cost and improves QALYs. Patients with early-stage FL should undergo PET/CT before curative-intent RT.
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Affiliation(s)
| | | | | | | | | | - Melody Qu
- London Health Sciences Centre, Canada
| | | | | | | | | | - Joanna C Yang
- University of California, San Francisco, United States
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Sohi GK, Levy J, Delibasic V, Davis LE, Mahar AL, Amirazodi E, Earle CC, Hallet J, Hammad A, Shah R, Mittmann N, Coburn NG. The cost of chemotherapy administration: a systematic review and meta-analysis. THE EUROPEAN JOURNAL OF HEALTH ECONOMICS : HEPAC : HEALTH ECONOMICS IN PREVENTION AND CARE 2021; 22:605-620. [PMID: 33687618 DOI: 10.1007/s10198-021-01278-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/05/2020] [Accepted: 02/25/2021] [Indexed: 06/12/2023]
Abstract
PURPOSE Cancer treatment is a significant driver of healthcare costs worldwide, however, the economic impact of treating patients with anti-neoplastic agents is poorly elucidated. We conducted a systematic review and meta-analysis to estimate the direct costs associated with administering intravenous chemotherapy in an outpatient setting. METHODS We systematically searched four databases from 2010 to present and extracted hourly administration costs and the respective components of each estimate. Separate analyses were conducted of Canadian and United States (US) studies, respectively, to address a priori hypotheses regarding heterogeneity amongst estimates. The Drummond checklist was used to assess risk-of-bias. Data were summarized using medians with interquartile ranges and five outliers were identified; costs were presented in 2019 USD. RESULTS Forty-four studies were analyzed, including sub-analyses of 19 US and seven Canadian studies. 26/44 studies were of moderate-high quality. When components of administration cost were evaluated, physician costs were reported most frequently (24 studies), followed by lab tests (13) and overhead costs (9). The median estimate (excluding outliers) was $142/hour (IQR = $103-166). The median administration cost in the US was $149/hour (IQR = $118-158), and was $128/hour (IQR = $102-137) in Canada. CONCLUSIONS There is currently a paucity of literature addressing the costs of chemotherapy administration, and existing studies utilize a patchwork of reporting methodologies which renders direct comparison challenging. Our results demonstrate that the cost of administering chemotherapy is approximately $125-150/hour, globally. This value is dependent upon the region of analysis, inclusiveness of cost subcomponents as well as the methodology used to estimate unit prices, as described here.
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Affiliation(s)
- Gursharan K Sohi
- Department of Evaluative Clinical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada
| | - Jordan Levy
- Division of General Surgery, Odette Cancer Centre, Sunnybrook Health Sciences Centre, 2075 Bayview Ave., Room T2 011, Toronto, ON, M4N 3M5, Canada
| | - Victoria Delibasic
- Department of Evaluative Clinical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada
| | - Laura E Davis
- Department of Evaluative Clinical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada
| | - Alyson L Mahar
- Department of Community Health Sciences, University of Manitoba, Winnipeg, MB, Canada
| | - Elmira Amirazodi
- Department of Evaluative Clinical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada
| | - Craig C Earle
- Division of Medical Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, ON, Canada
| | - Julie Hallet
- Division of General Surgery, Odette Cancer Centre, Sunnybrook Health Sciences Centre, 2075 Bayview Ave., Room T2 011, Toronto, ON, M4N 3M5, Canada
| | | | - Rajan Shah
- Department of Evaluative Clinical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada
| | - Nicole Mittmann
- Division of Radiation Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, ON, Canada
| | - Natalie G Coburn
- Division of General Surgery, Odette Cancer Centre, Sunnybrook Health Sciences Centre, 2075 Bayview Ave., Room T2 011, Toronto, ON, M4N 3M5, Canada.
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Chen Z, Cheng Y, DeRemer D, Diaby V. Cost-effectiveness and drug wastage of immunotherapeutic agents for hematologic malignancies: a systematic review. Expert Rev Pharmacoecon Outcomes Res 2021; 21:923-941. [PMID: 33934691 DOI: 10.1080/14737167.2021.1913056] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Introduction: Novel immunotherapeutic agents (e.g. monoclonal antibodies, antibody-drug conjugates, bispecific T-cell engagers) as treatment options for hematologic malignancies continue to emerge. These agents have been used as the standard of care in specific disease states and are associated with high costs. Value assessment of these therapies is of critical importance for coverage and reimbursement decision-making.Areas covered: We identified 15 immunotherapeutic agents through the U.S. FDA approvals for hematologic malignancies until 2018 and systematically reviewed related cost-effectiveness studies. Additionally, we examined whether drug wastage was accounted for in these studies.Expert opinion: We reviewed 51 studies for 14 identified immunotherapeutic agents that met the inclusion criteria for this systematic review. Three studies were observational-based, one study was model-based and incorporated observational data. The remaining studies were model-based with the majority of the model parameters extracted from randomized control trials (RCTs). Among 43 model-based economic evaluations, 13 studies accounted for drug wastage. Most of the studies showed favorable incremental cost-effectiveness ratios of immunotherapeutic agents-containing regimens when compared with no immunotherapeutic agents-containing regimens. Alemtuzumab, brentuximab vedotin, and daratumumab were not considered cost-effective across all the studies. Further investigations are warranted to establish the value of recent immunotherapeutic agents for hematologic malignancies.
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Affiliation(s)
- Ziyan Chen
- Department of Pharmaceutical Outcomes & Policy (POP), College of Pharmacy, University of Florida, Gainesville, Florida, United States
| | - Yue Cheng
- Institute for Pharmaceutical Outcomes & Policy (IPOP), Department of Pharmacy Practice and Science, College of Pharmacy, University of Kentucky, Lexington, Kentucky, United States
| | - David DeRemer
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, Florida, United States
| | - Vakaramoko Diaby
- Department of Pharmaceutical Outcomes & Policy (POP), College of Pharmacy, University of Florida, Gainesville, Florida, United States
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Zhang PF, Xie D, Li Q. Adding Enzalutamide to First-Line Treatment for Metastatic Hormone-Sensitive Prostate Cancer: A Cost-Effectiveness Analysis. Front Public Health 2021; 9:608375. [PMID: 33634066 PMCID: PMC7902073 DOI: 10.3389/fpubh.2021.608375] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2020] [Accepted: 01/19/2021] [Indexed: 02/05/2023] Open
Abstract
Background: The aim of this study is to evaluate the pharmacoeconomic profile of adding enzalutamide to first-line treatment for metastatic, hormone-sensitive prostate cancer (mHSPC) from the US and Chinese payers' perspectives. Materials and Methods: A Markov model with three health states: progression-free survival (PFS), progressive disease (PD), and death, was constructed. All patients were assumed to enter the model in the PFS state and transit according to the transition structure. Efficacy data were derived from the ENZAMET trial and Weibull distribution curves were modeled to fit the survival curves. Costs in the model included cost of drugs, best-supportive care (BSC), follow-up, tests, and adverse events (AEs)-related treatments. The primary endpoint of the study was incremental cost-effectiveness ratio (ICER). In addition, the impact of several key parameters on the results of the cost-effectiveness analysis was tested with one-way sensitivity analyses and probabilistic sensitivity analyses. Results: Overall, ICERs were $430,933.95/QALY and $225,444.74/QALY of addition of enzalutamide to androgen deprivation therapy (ADT) vs. ADT from the US and Chinese payers' perspective, respectively. The most influential factors were the utility for the PFS state and the cost of enzalutamide. At the willingness-to-pay (WTP) thresholds of $100,000.00/QALY in the US and $28,988.40/QALY in China, the probability of adding enzalutamide to first-line treatment being a cost-effective option for mHSPC was 0%. Conclusions: Based on the data from the ENZAMET trial and the current price of enzalutamide, adding enzalutamide to first-line treatment is not cost-effective for patients with mHSPC from the US and Chinse payers' perspectives.
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Affiliation(s)
- Peng-Fei Zhang
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, China.,West China Biomedical Big Data Center, West China Hospital/West China School of Medicine, Sichuan University, Chengdu, China
| | - Dan Xie
- Prenatal Diagnosis Center, Department of Obstetrics and Gynecology, West China Second University Hospital, Sichuan University, Chengdu, China.,Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, China
| | - Qiu Li
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, China.,West China Biomedical Big Data Center, West China Hospital/West China School of Medicine, Sichuan University, Chengdu, China
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12
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Zhang PF, Xie D, Li Q. Cost-effectiveness analysis of cabazitaxel for metastatic castration resistant prostate cancer after docetaxel and androgen-signaling-targeted inhibitor resistance. BMC Cancer 2021; 21:35. [PMID: 33413230 PMCID: PMC7791718 DOI: 10.1186/s12885-020-07754-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2020] [Accepted: 12/21/2020] [Indexed: 02/07/2023] Open
Abstract
Background The aim of our study was to evaluate the cost-effectiveness of cabazitaxel versus abiraterone or enzalutamide in patients with metastatic castration-resistant prostate cancer (mCRPC) previously treated with docetaxel who had progression within 12 months while receiving an alternative inhibitor (abiraterone or enzalutamide) from a US payer’s perspective. Methods To conduct the cost-effectiveness analysis, a Markov decision model was established. Three health states (progression-free survival (PFS), progressive disease (PD) and death) were included, and the incremental cost-effectiveness ratio (ICER) was regarded as the primary endpoint. The willingness-to-pay (WTP) threshold was set at $100,000.00/quality-adjusted life year (QALY), and discounted rates were set at 3% annually. Efficacy data were derived from the CARD trial and Weibull distribution curves were modeled to fit the survival curves. The robustness of the analysis was tested with a series of one-way sensitivity analyses and probabilistic sensitivity analyses. Results Overall, the incremental effectiveness and cost of cabazitaxel versus androgen-signaling-targeted inhibitors (ASTIs) were 0.16 QALYs and $49,487.03, respectively, which yielded an ICER of $309,293.94/QALY. Our model was mostly sensitive to the duration of PFS in the cabazitaxel group, cost of cabazitaxel and utility of the PFS state. At a WTP threshold of $100,000.00/QALY, cabazitaxel was the dominant strategy in 0% of the simulations. Conclusions Cabazitaxel is unlikely to be a cost-effective treatment option compared with ASTIs in patients with mCRPC previously treated with docetaxel who had progression within 12 months while receiving ASTIs.
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Affiliation(s)
- Peng-Fei Zhang
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, China.,West China Biomedical Big Data Center, West China Hospital/West China School of Medicine, Sichuan University, Chengdu, China
| | - Dan Xie
- Prenatal Diagnosis Center, Department of Obstetrics and Gynecology, West China Second University Hospital, Sichuan University, Chengdu, China.,Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, China
| | - Qiu Li
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, China. .,West China Biomedical Big Data Center, West China Hospital/West China School of Medicine, Sichuan University, Chengdu, China.
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13
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Lakes AL, An DD, Gauny SS, Ansoborlo C, Liang BH, Rees JA, McKnight KD, Karsunky H, Abergel RJ. Evaluating 225Ac and 177Lu Radioimmunoconjugates against Antibody-Drug Conjugates for Small-Cell Lung Cancer. Mol Pharm 2020; 17:4270-4279. [PMID: 33044830 DOI: 10.1021/acs.molpharmaceut.0c00703] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Interest in the use of 225Ac for targeted alpha therapies has increased dramatically over the past few years, resulting in a multitude of new isotope production and translational research efforts. However, 225Ac radioimmunoconjugate (RIC) research is still in its infancy, with most prior experience in hematologic malignancies and only one reported preclinical solid tumor study using 225Ac RICs. In an effort to compare 225Ac RICs to other current antibody conjugates, a variety of RICs are tested against intractable small-cell lung cancer (SCLC). We directly compare, in vitro and in vivo, two promising candidates of each α or β- category, 225Ac and 177Lu, versus pyrrolobenzodiazepine (PBD) nonradioactive benchmarks. The monoclonal antibody constructs are targeted to either delta like 3 protein (DLL3), a recently discovered SCLC target, or CD46 as a positive control. An immunocompromised maximum tolerated dose assay is performed on NOD SCID mice, along with tumor efficacy proof-of-concept studies in vivo. We overview the conjugation techniques required to create serum-stable RICs and characterize and compare in vitro cell killing with RICs conjugated to nonspecific antibodies (huIgG1) with either native or site-specific thiol loci against tumor antigen DLL3-expressing and nonexpressing cell lines. Using patient-derived xenografts of SCLC onto NOD SCID mice, solid tumor growth was controlled throughout 3 weeks before growth appeared, in comparison to PBD conjugate controls. NOD SCID mice showed lengthened survival using 225Ac compared to 177Lu RICs, and PBD dimers showed full tumor suppression with nine out of ten mice. The exploration of RICs on a variety of antibody-antigen systems is necessary to direct efforts in cancer research toward promising candidates. However, the anti-DLL3-RIC system with 225Ac and 177Lu appears to be not as effective as the anti-DLL3-PBD counterpart in SCLC therapy with matched antibodies and portrays the challenges in both SCLC therapy as well as the specialized utility of RICs in cancer treatment.
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Affiliation(s)
- Andrew L Lakes
- Chemical Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Dahlia D An
- Chemical Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Stacey S Gauny
- Chemical Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Camille Ansoborlo
- Chemical Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Benjamin H Liang
- Chemical Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Julian A Rees
- Chemical Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | | | - Holger Karsunky
- AbbVie-Stemcentrx, South San Francisco, California 94080, United States
| | - Rebecca J Abergel
- Chemical Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States.,Department of Nuclear Engineering, University of California Berkeley, Berkeley, California 94709, United States
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14
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Ren J, Asche CV, Shou Y, Galaznik A. Economic burden and treatment patterns for patients with diffuse large B-cell lymphoma and follicular lymphoma in the USA. J Comp Eff Res 2019; 8:393-402. [DOI: 10.2217/cer-2018-0094] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
Aim: Diffuse large B-cell lymphoma (DLBCL) and follicular lymphoma (FL) are common types of non-Hodgkin's lymphoma, and real-world evidence continues to be lacking for healthcare costs and utilization among DLBCL and FL patients. Our study aims to describe medical and pharmacy costs and health resource utilization and to characterize longitudinal treatment patterns among these patients. Methods: A retrospective observational study was performed among adult patients with DLBCL or FL using the US MarketScan (Truven) administrative claims data from 1 January 2007 to 31 December 2015. Diagnoses of DLBCL and FL were based upon ICD-9 codes. Identifications of treatment lines involved 30 lymphoma-specific anticancer systemic agents. Direct healthcare costs and utilizations were computed in the 1-year postdiagnosis period. Generalized linear models with a gamma link were used to compare healthcare costs between therapies with and without rituximab. Results: A total of 2767 DLBCL and 5989 FL patients received frontline therapy. The majority received treatment within 3 months after initial diagnosis (DLBCL 79.9% and FL 62.4%) and were treated with rituximab or bendamustine either alone or in combination (DLBCL 67.4% and FL 84.7%). The total healthcare costs were US $15,555 and $10,192 per patient per month within 1 year following their initial diagnosis for DLBCL and FL, respectively. The medical costs were nearly twice as much as the drug costs for DLBCL patients. Both DLBCL and FL patients receiving rituximab had higher pharmacy costs but lower medical costs (p < 0.001). During the first year following initial diagnosis, the resource utilization (per patient per month) of DLBCL patients included 0.21 inpatient admissions, 0.26 radiation therapy, 2.63 outpatient or office visits, 0.18 emergency room visits, 0.06 intensive care unit admissions and 0.10 stem cell transplantation. FL patients occupied less health resources than DLBCL patients. Conclusion: The healthcare costs and health resources utilized were considerable in non-Hodgkin's lymphoma, especially DLBCL patients.
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Affiliation(s)
- Jinma Ren
- Center for Outcomes Research, Department of Medicine, University of Illinois College of Medicine at Peoria, Peoria, IL, USA
| | - Carl V Asche
- Center for Outcomes Research, Department of Medicine, University of Illinois College of Medicine at Peoria, Peoria, IL, USA
- Center for Pharmacoepidemiology & Pharmacoeconomic Research, University of Illinois at Chicago College of Pharmacy, Chicago, IL, USA
| | - Yaping Shou
- Millennium Pharmaceuticals, Inc., a wholly owned subsidiary of Takeda Pharmaceutical Company Limited, Cambridge, MA, USA
| | - Aaron Galaznik
- Millennium Pharmaceuticals, Inc., a wholly owned subsidiary of Takeda Pharmaceutical Company Limited, Cambridge, MA, USA
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15
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Guzauskas GF, Masaquel A, Thuresson PO, Dawson K, Veenstra DL. Obinutuzumab plus chemotherapy followed by obinutuzumab monotherapy is cost-effective vs. rituximab plus chemotherapy followed by rituximab monotherapy for previously untreated follicular lymphoma patients in the United States. Leuk Lymphoma 2019; 60:1668-1676. [DOI: 10.1080/10428194.2018.1551532] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
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16
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Wang HI, Roman E, Crouch S, Aas E, Burton C, Patmore R, Smith A. A Generic Model for Follicular Lymphoma: Predicting Cost, Life Expectancy, and Quality-Adjusted-Life-Year Using UK Population-Based Observational Data. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2018; 21:1176-1185. [PMID: 30314618 PMCID: PMC6191529 DOI: 10.1016/j.jval.2018.03.007] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/04/2017] [Revised: 02/21/2018] [Accepted: 03/05/2018] [Indexed: 05/06/2023]
Abstract
OBJECTIVES To use real-world data to develop a flexible generic decision model to predict cost, life expectancy, and quality-adjusted life-years (QALYs) for follicular lymphoma (FL) in the general patient population. METHODS All patients newly diagnosed with FL in the UK's population-based Haematological Malignancy Research Network (www.hmrn.org) between 2004 and 2011 were followed until 2015 (N = 740). Treatment pathways, QALYs, and costs were incorporated into a discrete event simulation to reflect patient heterogeneity, including age and disease management. Two scenario analyses, based on the latest National Institute for Health and Clinical Excellence (NICE) guidelines (rituximab induction therapy for newly diagnosed asymptomatic patients and rituximab maintenance therapy for patients between treatments), were conducted and their economic impacts were compared to current practice. RESULTS Incidence-based analysis revealed expected average lifetime costs ranging from £6,165 [US$7,709] to £63,864 [US$79,862] per patient, and average life expectancy from 75 days to 17.56 years. Prevalence-based analysis estimated average annual treatment costs of £60-65 million [US$75-80 million], accounting for approximately 10% of the United Kingdom's annual National Health Service budget for hematological cancers as a whole. Assuming that treatment effects reported in trials are applicable to all patient groups, scenario analyses for two recent NICE guidelines demonstrated potential annual cost savings for the United Kingdom that ranged with uptake frequency from £0.6 million to £11 million [US$0.75-2.75 million]. CONCLUSIONS Costs, survival, and QALYs associated with FL vary markedly with patient characteristics and disease management. Allowing the production of more realistic outcomes across the patient population as a whole, our model addresses this heterogeneity and is a useful tool with which to evaluate new technologies/treatments to support healthcare decision makers.
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Affiliation(s)
- Han-I Wang
- Epidemiology & Cancer Statistics Group (ECSG), Department of Health Sciences, University of York, York, UK.
| | - Eve Roman
- Epidemiology & Cancer Statistics Group (ECSG), Department of Health Sciences, University of York, York, UK
| | - Simon Crouch
- Epidemiology & Cancer Statistics Group (ECSG), Department of Health Sciences, University of York, York, UK
| | - Eline Aas
- Department of Health Management and Health Economics, University of Oslo; Oslo, Norway
| | - Cathy Burton
- Haematological Malignancy Diagnostic Service, St. James's University Hospital, Leeds, UK
| | - Russell Patmore
- Queen's Centre for Oncology and Haematology, Castle Hill Hospital, Hull, UK
| | - Alexandra Smith
- Epidemiology & Cancer Statistics Group (ECSG), Department of Health Sciences, University of York, York, UK
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17
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Spukti EU, Schmidt LH, Schulze A, Schliemann C, Görlich D, Wardelmann E, Hartmann W, Lenz G, Berdel WE, Kerkhoff A. 90 Y-ibritumomab-tiuxetan as a therapeutic alternative for follicular lymphoma (FL): A single-center experience. Eur J Haematol 2018; 101:514-521. [PMID: 29993147 DOI: 10.1111/ejh.13138] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2018] [Revised: 06/30/2018] [Accepted: 07/02/2018] [Indexed: 01/19/2023]
Abstract
BACKGROUND Follicular lymphoma (FL) is the most frequent indolent lymphoma subtype in adults. Maintenance therapy with rituximab is frequently applied to FL patients with complete or partial response following initial chemoimmunotherapy. However, radioimmunotherapy with 90 Y-ibritumomab-tiuxetan represents a therapeutic alternative. METHODS To compare the clinical and the prognostic impact of both therapies, a study collective of n = 56 patients diagnosed with indolent B-cell lymphoma was retrospectively investigated. The study collective was subdivided into two groups: n = 36 patients treated with rituximab maintenance therapy vs n = 20 patients treated with 90 Y-ibritumomab-tiuxetan. RESULTS No prognostic differences for performance status, FLIPI score, gender, or B-symptoms were found for 90 Y-ibritumomab-tiuxetan or rituximab maintenance therapy. Overall survival rates and progression-free survival did not differ between both maintenance therapies. CONCLUSION Our retrospective single-center analysis of two patient groups without major differences in prognostic parameters revealed similar outcome with two different maintenance therapies. Hence, 90 Y-ibritumomab-tiuxetan therapy might offer a valuable alternative treatment option for FL patients with partial response. However, large prospective trials are needed to confirm the reported findings.
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Affiliation(s)
- Eva U Spukti
- Department of Medicine A, Hematology, Oncology and Pulmonary Medicine, University Hospital Muenster, Muenster, Germany
| | - Lars Henning Schmidt
- Department of Medicine A, Hematology, Oncology and Pulmonary Medicine, University Hospital Muenster, Muenster, Germany
| | - Arik Schulze
- Department of Medicine A, Hematology, Oncology and Pulmonary Medicine, University Hospital Muenster, Muenster, Germany
| | - Christoph Schliemann
- Department of Medicine A, Hematology, Oncology and Pulmonary Medicine, University Hospital Muenster, Muenster, Germany
| | - Dennis Görlich
- Institute of Biostatistics and Clinical Research, Westfaelische Wilhelms-Universitaet Muenster, Muenster, Germany
| | - Eva Wardelmann
- Gerhard-Domagk-Institute of Pathology, University Hospital Muenster, Muenster, Germany
| | - Wolfgang Hartmann
- Gerhard-Domagk-Institute of Pathology, University Hospital Muenster, Muenster, Germany
| | - Georg Lenz
- Department of Medicine A, Hematology, Oncology and Pulmonary Medicine, University Hospital Muenster, Muenster, Germany
| | - Wolfgang E Berdel
- Department of Medicine A, Hematology, Oncology and Pulmonary Medicine, University Hospital Muenster, Muenster, Germany
| | - Andrea Kerkhoff
- Department of Medicine A, Hematology, Oncology and Pulmonary Medicine, University Hospital Muenster, Muenster, Germany
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18
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Casulo C, Nastoupil L, Fowler NH, Friedberg JW, Flowers CR. Unmet needs in the first-line treatment of follicular lymphoma. Ann Oncol 2018; 28:2094-2106. [PMID: 28430865 DOI: 10.1093/annonc/mdx189] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
For the majority of patients with newly diagnosed follicular lymphoma (FL), current treatments, while not curative, allow for long remission durations. However, several important needs remain unaddressed. Studies have consistently shown that ∼20% of patients with FL experience disease progression within 2 years of first-line treatment, and consequently have a 50% risk of death in 5 years. Better characterization of this group of patients at diagnosis may provide insight into those in need of alternate or intensive therapies, facilitate a precision approach to inform clinical trials, and allow for improved patient counseling. Prognostic methods to date have employed clinical parameters, genomic methods, and a wide assortment of biological and biochemical markers, but none so far has been able to adequately identify this high-risk population. Advances in the first-line treatment of FL with chemoimmunotherapy have led to a median progression-free survival (PFS) of approximately 7 years; creating a challenge in the development of clinical trials where PFS is a primary end point. A surrogate end point that accurately predicts PFS would allow for new treatments to reach patients with FL sooner, or lessen toxicity, time, and expense to those patients requiring little to no therapy. Quality of response to treatment may predict PFS and overall survival in FL; as such complete response rates, either alone or in conjunction with PET imaging or minimal residual disease negativity, are being studied as surrogates, with complete response at 30 months after induction providing the strongest surrogacy evidence to date. A better understanding of how to optimize quality of life in the context of this chronic illness is another important focus deserving of further study. Ongoing efforts to address these important unmet needs are herein discussed.
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Affiliation(s)
- C Casulo
- Department of Medicine, Hematology/Oncology, WIlmot Cancer Institute, University of Rochester Medical Center, Rochester, New York
| | - L Nastoupil
- Department of Lymphoma/Myeloma, MD Anderson Cancer Center, Houston
| | - N H Fowler
- Department of Lymphoma/Myeloma, MD Anderson Cancer Center, Houston
| | - J W Friedberg
- Department of Medicine, Hematology/Oncology, WIlmot Cancer Institute, University of Rochester Medical Center, Rochester, New York
| | - C R Flowers
- Department of Bone Marrow and Stem Cell Transplantation, Winship Cancer Institute, Emory University, Atlanta, USA
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19
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Karmali R, Kimby E, Ghielmini M, Flinn I, Gordon L, Zucca E. Rituximab: a benchmark in the development of chemotherapy-free treatment strategies for follicular lymphomas. Ann Oncol 2018; 29:332-340. [DOI: 10.1093/annonc/mdx768] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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20
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Salles G, Barrett M, Foà R, Maurer J, O'Brien S, Valente N, Wenger M, Maloney DG. Rituximab in B-Cell Hematologic Malignancies: A Review of 20 Years of Clinical Experience. Adv Ther 2017; 34:2232-2273. [PMID: 28983798 PMCID: PMC5656728 DOI: 10.1007/s12325-017-0612-x] [Citation(s) in RCA: 417] [Impact Index Per Article: 52.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2017] [Indexed: 10/31/2022]
Abstract
Rituximab is a human/murine, chimeric anti-CD20 monoclonal antibody with established efficacy, and a favorable and well-defined safety profile in patients with various CD20-expressing lymphoid malignancies, including indolent and aggressive forms of B-cell non-Hodgkin lymphoma. Since its first approval 20 years ago, intravenously administered rituximab has revolutionized the treatment of B-cell malignancies and has become a standard component of care for follicular lymphoma, diffuse large B-cell lymphoma, chronic lymphocytic leukemia, and mantle cell lymphoma. For all of these diseases, clinical trials have demonstrated that rituximab not only prolongs the time to disease progression but also extends overall survival. Efficacy benefits have also been shown in patients with marginal zone lymphoma and in more aggressive diseases such as Burkitt lymphoma. Although the proven clinical efficacy and success of rituximab has led to the development of other anti-CD20 monoclonal antibodies in recent years (e.g., obinutuzumab, ofatumumab, veltuzumab, and ocrelizumab), rituximab is likely to maintain a position within the therapeutic armamentarium because it is well established with a long history of successful clinical use. Furthermore, a subcutaneous formulation of the drug has been approved both in the EU and in the USA for the treatment of B-cell malignancies. Using the wealth of data published on rituximab during the last two decades, we review the preclinical development of rituximab and the clinical experience gained in the treatment of hematologic B-cell malignancies, with a focus on the well-established intravenous route of administration. This article is a companion paper to A. Davies, et al., which is also published in this issue. FUNDING F. Hoffmann-La Roche Ltd., Basel, Switzerland.
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Affiliation(s)
- Gilles Salles
- Hématologie, Hospices Civils de Lyon and Université de Lyon, Pierre-Bénite, Lyon, France.
| | | | - Robin Foà
- Department of Cellular Biotechnologies and Hematology, Sapienza University, Rome, Italy
| | | | - Susan O'Brien
- Chao Family Comprehensive Cancer Center, University of California, Irvine, Orange, CA, USA
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21
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Zhang L, Ghielmini M, Cheson BD, Ujjani C. Pros and cons of rituximab maintenance in follicular lymphoma. Cancer Treat Rev 2017. [DOI: 10.1016/j.ctrv.2017.05.007] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
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22
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Green DJ, Press OW. Whither Radioimmunotherapy: To Be or Not To Be? Cancer Res 2017; 77:2191-2196. [PMID: 28428282 DOI: 10.1158/0008-5472.can-16-2523] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2016] [Revised: 10/26/2016] [Accepted: 01/20/2017] [Indexed: 01/08/2023]
Abstract
Therapy of cancer with radiolabeled monoclonal antibodies has produced impressive results in preclinical experiments and in clinical trials conducted in radiosensitive malignancies, particularly B-cell lymphomas. Two "first-generation," directly radiolabeled anti-CD20 antibodies, 131iodine-tositumomab and 90yttrium-ibritumomab tiuxetan, were FDA-approved more than a decade ago but have been little utilized because of a variety of medical, financial, and logistic obstacles. Newer technologies employing multistep "pretargeting" methods, particularly those utilizing bispecific antibodies, have greatly enhanced the therapeutic efficacy of radioimmunotherapy and diminished its toxicities. The dramatically improved therapeutic index of bispecific antibody pretargeting appears to be sufficiently compelling to justify human clinical trials and reinvigorate enthusiasm for radioimmunotherapy in the treatment of malignancies, particularly lymphomas. Cancer Res; 77(9); 2191-6. ©2017 AACR.
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Affiliation(s)
- Damian J Green
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington. .,Department of Medicine, University of Washington, Seattle, Washington
| | - Oliver W Press
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington.,Department of Medicine, University of Washington, Seattle, Washington.,Department of Bioengineering, University of Washington, Seattle, Washington
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23
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Chen Q, Jain N, Ayer T, Wierda WG, Flowers CR, O’Brien SM, Keating MJ, Kantarjian HM, Chhatwal J. Economic Burden of Chronic Lymphocytic Leukemia in the Era of Oral Targeted Therapies in the United States. J Clin Oncol 2017; 35:166-174. [PMID: 27870563 PMCID: PMC5559889 DOI: 10.1200/jco.2016.68.2856] [Citation(s) in RCA: 128] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
Purpose Oral targeted therapies represent a significant advance for the treatment of patients with chronic lymphocytic leukemia (CLL); however, their high cost has raised concerns about affordability and the economic impact on society. Our objective was to project the future prevalence and cost burden of CLL in the era of oral targeted therapies in the United States. Methods We developed a simulation model that evaluated the evolving management of CLL from 2011 to 2025: chemoimmunotherapy (CIT) as the standard of care before 2014, oral targeted therapies for patients with del(17p) and relapsed CLL from 2014, and for first-line treatment from 2016 onward. A comparator scenario also was simulated where CIT remained the standard of care throughout. Disease progression and survival parameters for each therapy were based on published clinical trials. Results The number of people living with CLL in the United States is projected to increase from 128,000 in 2011 to 199,000 by 2025 (55% increase) due to improved survival; meanwhile, the annual cost of CLL management will increase from $0.74 billion to $5.13 billion (590% increase). The per-patient lifetime cost of CLL treatment will increase from $147,000 to $604,000 (310% increase) as oral targeted therapies become the first-line treatment. For patients enrolled in Medicare, the corresponding total out-of-pocket cost will increase from $9,200 to $57,000 (520% increase). Compared with the CIT scenario, oral targeted therapies resulted in an incremental cost-effectiveness ratio of $189,000 per quality-adjusted life-year. Conclusion The increased benefit and cost of oral targeted therapies is projected to enhance CLL survivorship but can impose a substantial financial burden on both patients and payers. More sustainable pricing strategies for targeted therapies are needed to avoid financial toxicity to patients.
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Affiliation(s)
- Qiushi Chen
- Qiushi Chen and Turgay Ayer, Georgia Institute of Technology; Christopher R. Flowers, Emory University, Atlanta, GA; Qiushi Chen and Jagpreet Chhatwal, Massachusetts General Hospital; Jagpreet Chhatwal, Harvard Medical School, Boston, MA; Nitin Jain, William G. Wierda, Michael J. Keating, and Hagop M. Kantarjian, The University of Texas MD Anderson Cancer Center, Houston, TX; and Susan M. O’Brien, University of California Irvine Medical Center, Orange, CA
| | - Nitin Jain
- Qiushi Chen and Turgay Ayer, Georgia Institute of Technology; Christopher R. Flowers, Emory University, Atlanta, GA; Qiushi Chen and Jagpreet Chhatwal, Massachusetts General Hospital; Jagpreet Chhatwal, Harvard Medical School, Boston, MA; Nitin Jain, William G. Wierda, Michael J. Keating, and Hagop M. Kantarjian, The University of Texas MD Anderson Cancer Center, Houston, TX; and Susan M. O’Brien, University of California Irvine Medical Center, Orange, CA
| | - Turgay Ayer
- Qiushi Chen and Turgay Ayer, Georgia Institute of Technology; Christopher R. Flowers, Emory University, Atlanta, GA; Qiushi Chen and Jagpreet Chhatwal, Massachusetts General Hospital; Jagpreet Chhatwal, Harvard Medical School, Boston, MA; Nitin Jain, William G. Wierda, Michael J. Keating, and Hagop M. Kantarjian, The University of Texas MD Anderson Cancer Center, Houston, TX; and Susan M. O’Brien, University of California Irvine Medical Center, Orange, CA
| | - William G. Wierda
- Qiushi Chen and Turgay Ayer, Georgia Institute of Technology; Christopher R. Flowers, Emory University, Atlanta, GA; Qiushi Chen and Jagpreet Chhatwal, Massachusetts General Hospital; Jagpreet Chhatwal, Harvard Medical School, Boston, MA; Nitin Jain, William G. Wierda, Michael J. Keating, and Hagop M. Kantarjian, The University of Texas MD Anderson Cancer Center, Houston, TX; and Susan M. O’Brien, University of California Irvine Medical Center, Orange, CA
| | - Christopher R. Flowers
- Qiushi Chen and Turgay Ayer, Georgia Institute of Technology; Christopher R. Flowers, Emory University, Atlanta, GA; Qiushi Chen and Jagpreet Chhatwal, Massachusetts General Hospital; Jagpreet Chhatwal, Harvard Medical School, Boston, MA; Nitin Jain, William G. Wierda, Michael J. Keating, and Hagop M. Kantarjian, The University of Texas MD Anderson Cancer Center, Houston, TX; and Susan M. O’Brien, University of California Irvine Medical Center, Orange, CA
| | - Susan M. O’Brien
- Qiushi Chen and Turgay Ayer, Georgia Institute of Technology; Christopher R. Flowers, Emory University, Atlanta, GA; Qiushi Chen and Jagpreet Chhatwal, Massachusetts General Hospital; Jagpreet Chhatwal, Harvard Medical School, Boston, MA; Nitin Jain, William G. Wierda, Michael J. Keating, and Hagop M. Kantarjian, The University of Texas MD Anderson Cancer Center, Houston, TX; and Susan M. O’Brien, University of California Irvine Medical Center, Orange, CA
| | - Michael J. Keating
- Qiushi Chen and Turgay Ayer, Georgia Institute of Technology; Christopher R. Flowers, Emory University, Atlanta, GA; Qiushi Chen and Jagpreet Chhatwal, Massachusetts General Hospital; Jagpreet Chhatwal, Harvard Medical School, Boston, MA; Nitin Jain, William G. Wierda, Michael J. Keating, and Hagop M. Kantarjian, The University of Texas MD Anderson Cancer Center, Houston, TX; and Susan M. O’Brien, University of California Irvine Medical Center, Orange, CA
| | - Hagop M. Kantarjian
- Qiushi Chen and Turgay Ayer, Georgia Institute of Technology; Christopher R. Flowers, Emory University, Atlanta, GA; Qiushi Chen and Jagpreet Chhatwal, Massachusetts General Hospital; Jagpreet Chhatwal, Harvard Medical School, Boston, MA; Nitin Jain, William G. Wierda, Michael J. Keating, and Hagop M. Kantarjian, The University of Texas MD Anderson Cancer Center, Houston, TX; and Susan M. O’Brien, University of California Irvine Medical Center, Orange, CA
| | - Jagpreet Chhatwal
- Qiushi Chen and Turgay Ayer, Georgia Institute of Technology; Christopher R. Flowers, Emory University, Atlanta, GA; Qiushi Chen and Jagpreet Chhatwal, Massachusetts General Hospital; Jagpreet Chhatwal, Harvard Medical School, Boston, MA; Nitin Jain, William G. Wierda, Michael J. Keating, and Hagop M. Kantarjian, The University of Texas MD Anderson Cancer Center, Houston, TX; and Susan M. O’Brien, University of California Irvine Medical Center, Orange, CA
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Systemic Front Line Therapy of Follicular Lymphoma: When, to Whom and How. Mediterr J Hematol Infect Dis 2016; 8:e2016062. [PMID: 27872742 PMCID: PMC5111519 DOI: 10.4084/mjhid.2016.062] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2016] [Accepted: 11/04/2016] [Indexed: 02/06/2023] Open
Abstract
The natural history of follicular lymphoma is usually characterized by an indolent course with a high response rate to the first line therapy followed by recurrent relapses, with a time to next treatment becoming shorter after each subsequent treatment line. More than 80% of patients have advanced stage disease at diagnosis. The time of initiation and the nature of the treatment is mainly conditioned by symptoms, tumor burden, lymphoma grading, co-morbidities and patients preference. A number of clinical and biological factors have been determined to be prognostic in this disease, but the majority of them could not show to be predictive of response to treatment, and therefore can’t be used to guide the treatment choice. CD20 expression is the only predictive factor recognized in the treatment of FL and justifies the use of “naked” or “conjugated” anti-CD20 monoclonal antibodies as a single agent or in combination with chemo- or targeted therapy. Nevertheless, as this marker is almost universally found in FL, it has little role in the choice of treatment. The outcome of patients with FL improved significantly in the last years, mainly due to the widespread use of rituximab, autologous and allogeneic transplantation in young and fit relapsed patients, the introduction of new drugs and the improvement in diagnostic accuracy and management of side effects. Agents as new monoclonal antibodies, immuno-modulating drugs, and target therapy have recently been developed and approved for the relapsed setting, while studies to evaluate their role in first line treatment are still ongoing. Here we report our considerations on first line treatment approach and on the potential factors which could help in the choice of therapy.
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Rizzieri D. Zevalin® (ibritumomab tiuxetan): After more than a decade of treatment experience, what have we learned? Crit Rev Oncol Hematol 2016; 105:5-17. [DOI: 10.1016/j.critrevonc.2016.07.008] [Citation(s) in RCA: 61] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2016] [Revised: 05/18/2016] [Accepted: 07/13/2016] [Indexed: 12/22/2022] Open
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Reagan PM, Friedberg JW. Follicular lymphoma: first-line treatment without chemotherapy for follicular lymphoma. Curr Treat Options Oncol 2016; 16:32. [PMID: 26031546 DOI: 10.1007/s11864-015-0351-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Opinion statement: The optimal initial treatment of follicular lymphoma (FL) is not known, and initial management of patients varies considerably between providers and institutions. The assertion that patients with low tumor burden can be observed for a period of time is being challenged owing to the safety and tolerability of novel therapeutics and the movement of the field away from traditional chemotherapy agents. Single agent rituximab has become increasingly popular as initial management of patients with low tumor burden disease, and there is evidence that prolonged treatment with rituximab can improve progression-free survival (PFS) when compared to induction with rituximab or observation. Radioimmunotherapy (RIT) has similarly shown efficacy in low tumor burden disease. Novel agents such as lenalidomide, idelalisib, and ibrutinib are being studied in the first-line setting. Importantly, none of these strategies have demonstrated an improved overall survival in a randomized study versus observation. It is the opinion of the authors that endpoints such as PFS alone, while important, should not drive changes in management with limited resources. Composite endpoints including quality of life are more informative on the true impact of treatments on patients with follicular lymphoma. Providers should encourage all patients to be treated in the context of an appropriate clinical trial when possible. If a patient is not a clinical trial candidate, we typically treat patients with advanced stage and high tumor burden with chemoimmunotherapy. The decision to give maintenance rituximab is individualized to the patient, as there is no overall survival benefit. In patients with early stage disease, we favor consideration of radiation therapy if the patient is a candidate. Our initial recommendation to patients with advanced stage, low tumor burden disease, is close observation or "watch and wait." We have observed that most patients become comfortable over time with an observation approach. If a patient is not comfortable with this recommendation, we will use single agent rituximab. If the patient responds to therapy, we do not recommend maintenance rituximab in low tumor burden disease but rather prefer a retreatment strategy or an extended schedule of four additional doses of rituximab.
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Affiliation(s)
- Patrick M Reagan
- University of Rochester Medical Center, 601 Elmwood Ave, Box 704, Rochester, NY, 14642, USA,
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Mondello P, Cuzzocrea S, Navarra M, Mian M. 90 Y-ibritumomab tiuxetan: a nearly forgotten opportunityr. Oncotarget 2016; 7:7597-609. [PMID: 26657116 PMCID: PMC4884941 DOI: 10.18632/oncotarget.6531] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2015] [Accepted: 11/26/2015] [Indexed: 01/04/2023] Open
Abstract
Y-ibritumomab tiuxetan (90Y-IT) combines the benefits of a monoclonal antibody with the efficacy of radiation in the treatment of B-cell non-Hodgkin lymphoma (NHL), a remarkably radiosensitive hematologic malignancy. 90Y-IT activity has been well established in the indolent setting, being approved in front-line treatment of follicular lymphoma (FL) patients as well as salvage therapy. However, no advantage in OS was observed with respect to standard treatment. Promising data are available also for aggressive B-cell lymphoma. In particular, the addition of RIT to short-course first line chemotherapy enables reduction of chemotherapy while maintaining cure rates in elderly, untreated diffuse large B-cell lymphoma (DLBCL) patients. Furthermore, 90Y-IT improves response rate and outcomes of relapsed/refractory DLBCL patients, eligible and ineligible for autologous stem cell transplantation (ASCT). Clinical results have shown a role of 90Y-IT even in mantle cell lymphoma (MCL). RIT might improve responses and treat minimal residual disease when used as consolidation after first-line chemotherapy in MCL. Moreover, 90Y-IT has demonstrated its efficacy in combination with high-dose chemotherapies as conditioning regimen for ASCT, with evidence suggesting the ability to overcome chemotherapy resistance. Herein, we review the available evidence for this approved drug and examine the recently published and ongoing trials for potential novel indication in aggressive B-cell NHL.
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Affiliation(s)
- Patrizia Mondello
- Department of Human Pathology, University of Messina, Messina, Italy
- Department of Biological and Environmental Sciences, University of Messina, Messina, Italy
- Lymphoma Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Salvatore Cuzzocrea
- Department of Biological and Environmental Sciences, University of Messina, Messina, Italy
| | - Michele Navarra
- Department of Biological and Environmental Sciences, University of Messina, Messina, Italy
| | - Michael Mian
- Department of Hematology, Hospital S. Maurizio, Bolzano/Bozen, Italy
- Department of Internal Medicine V, Hematology and Oncology, Medical University Innsbruck, Innsbruck, Austria
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Staton AD, Koff JL, Chen Q, Ayer T, Flowers CR. Next-generation prognostic assessment for diffuse large B-cell lymphoma. Future Oncol 2015; 11:2443-57. [PMID: 26289217 DOI: 10.2217/fon.15.144] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Current standard of care therapy for diffuse large B-cell lymphoma (DLBCL) cures a majority of patients with additional benefit in salvage therapy and autologous stem cell transplant for patients who relapse. The next generation of prognostic models for DLBCL aims to more accurately stratify patients for novel therapies and risk-adapted treatment strategies. This review discusses the significance of host genetic and tumor genomic alterations seen in DLBCL, clinical and epidemiologic factors, and how each can be integrated into risk stratification algorithms. In the future, treatment prediction and prognostic model development and subsequent validation will require data from a large number of DLBCL patients to establish sufficient statistical power to correctly predict outcome. Novel modeling approaches can augment these efforts.
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Affiliation(s)
- Ashley D Staton
- Department of Hematology & Medical Oncology, Emory University, Atlanta, GA 30322, USA
| | - Jean L Koff
- Department of Hematology & Medical Oncology, Emory University, Atlanta, GA 30322, USA
| | - Qiushi Chen
- H Milton Stewart School of Industrial & Systems Engineering, Georgia Institute of Technology, Atlanta, GA 30318, USA
| | - Turgay Ayer
- H Milton Stewart School of Industrial & Systems Engineering, Georgia Institute of Technology, Atlanta, GA 30318, USA
| | - Christopher R Flowers
- Department of Hematology & Medical Oncology, Emory University, Atlanta, GA 30322, USA
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