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Hui W, Li W, Song R, Xin Y, Wu C, Gao Z, Zhang M, Wu H, Zhu M, Cai Y. Time-dependent efficacy analysis of first-line immunotherapies for advanced non-small cell lung cancer. BMC Cancer 2024; 24:684. [PMID: 38840087 PMCID: PMC11151632 DOI: 10.1186/s12885-024-12439-8] [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: 12/30/2023] [Accepted: 05/28/2024] [Indexed: 06/07/2024] Open
Abstract
BACKGROUND Many randomized controlled trials (RCTs) and network meta-analyses have demonstrated that the progression-free survival (PFS) and overall survival (OS) of advanced non-small cell lung cancer (NSCLC) patients can be improved through combination immunotherapy or monotherapies. However, time-dependent analysis of the treatment effect is currently lacking. Thus, we aimed to evaluate the efficacy of first-line immunotherapy, and establish a hazard ratio function to reflect the time-varying progression or mortality risk of patients with NSCLC. METHODS Seventeen clinical trials were selected based on search strategy. Baseline characteristics, including the age, sex, smoking status, geographical region, and Eastern Cooperative Oncology Group (ECOG) performance status of patients, were balanced, resulting in ten immunotherapies from nine appropriate clinical trials to conduct treatment effect comparison. RESULTS We found that nivolumab plus ipilimumab (nivo + ipi) improved the PFS and OS over time. The hazard ratio of nivo + ipi, relative to that of pembrolizumab, decreased from 1.11 to 0.36 for PFS, and from 0.93 to 0.49 for OS over a 10-year period. In terms of the response to immunotherapy in patients with different PD-L1 expression levels, patients with PD-L1 > = 50% experienced lower rates of progression and a reduced mortality risk over time. The hazard ratio of patients with PD-L1 > = 50% relative to all of the patients decreased from 0.73 to 0.69 for PFS, and from 0.78 to 0.67 for OS. CONCLUSIONS Based on the fact that time-dependent progression and mortality risk existed during the treatment duration, physicians should select a suitable treatment regimen for patients based on the hazard ratio.
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Affiliation(s)
- Wen Hui
- Department of Science and Techonology, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Wentan Li
- Department of Health Service Management, School of Health Management, China Medical University, Shenyang, 110122, China
| | - Ruomeng Song
- School of Public Health, China Medical University, Shenyang, 110122, China
| | - Yu Xin
- Department of Science and Techonology, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Changjin Wu
- Department of Health Service Management, School of Health Management, China Medical University, Shenyang, 110122, China
| | - Zhixiang Gao
- Department of Pharmacy, Affiliated Central Hospital of Shenyang Medical College, Shenyang, 110024, China
| | - Mingyue Zhang
- Department of Health Economics, School of Health Management, China Medical University, Shenyang, 110122, China
| | - Huazhang Wu
- School of Medical Humanities, China Medical University, Shenyang, 110122, China
| | - Min Zhu
- Department of Health Service Management, School of Health Management, China Medical University, Shenyang, 110122, China.
| | - Yuanyi Cai
- Department of Health Service Management, School of Health Management, China Medical University, Shenyang, 110122, China.
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Huang J, Yin Q, Wang Y, Zhou X, Guo Y, Tang Y, Cheng R, Yu X, Zhang J, Huang C, Huang Z, Zhang J, Guo Z, Huo X, Sun Y, Li Y, Wang H, Yang J, Xue L. EZH2 Inhibition Enhances PD-L1 Protein Stability Through USP22-Mediated Deubiquitination in Colorectal Cancer. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2308045. [PMID: 38520088 PMCID: PMC11187912 DOI: 10.1002/advs.202308045] [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: 10/24/2023] [Revised: 02/26/2024] [Indexed: 03/25/2024]
Abstract
The regulation of PD-L1 is the key question, which largely determines the outcome of the immune checkpoint inhibitors (ICIs) based therapy. However, besides the transcription level, the protein stability of PD-L1 is closely correlated with its function and has drawn increasing attention. In this study, EZH2 inhibition enhances PD-L1 expression and protein stability, and the deubiquitinase ubiquitin-specific peptidase 22 (USP22) is identified as a key mediator in this process. EZH2 inhibition transcriptionally upregulates USP22 expression, and upregulated USP22 further stabilizes PD-L1. Importantly, a combination of EZH2 inhibitors with anti-PD-1 immune checkpoint blockade therapy improves the tumor microenvironment, enhances sensitivity to immunotherapy, and exerts synergistic anticancer effects. In addition, knocking down USP22 can potentially enhance the therapeutic efficacy of EZH2 inhibitors on colon cancer. These findings unveil the novel role of EZH2 inhibitors in tumor immune evasion by upregulating PD-L1, and this drawback can be compensated by combining ICI immunotherapy. Therefore, these findings provide valuable insights into the EZH2-USP22-PD-L1 regulatory axis, shedding light on the optimization of combining both immune checkpoint blockade and EZH2 inhibitor-based epigenetic therapies to achieve more efficacies and accuracy in cancer treatment.
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Zhou X, Bao W, Zhu X, Wang D, Zeng P, Xia G, Xing M, Zhan Y, Yan J, Yuan M, Zhao Q. Molecular characteristics and multivariate survival analysis of 43 patients with locally advanced or metastatic esophageal squamous cell carcinoma. J Thorac Dis 2024; 16:1843-1853. [PMID: 38617776 PMCID: PMC11009591 DOI: 10.21037/jtd-23-1601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Accepted: 01/12/2024] [Indexed: 04/16/2024]
Abstract
Background Esophageal cancer (EC) is an aggressive malignant tumor with poor prognosis and high incidence. It is the sixth leading cause of cancer-related death in the world, and the 5-year overall survival (OS) rate is only 12-20%. The rapid development of next-generation sequencing (NGS) has provided powerful help for the treatment and management of EC patients. Methods Tumor tissue and blood samples of 43 Chinese patients with nonsurgical esophageal squamous cell carcinoma (ESCC) were sequenced using a 425 gene-panel. Genomic profiling was explored and and the Cox proportional hazards model was used to analyze the correlations between gene or signaling pathway alterations and prognosis. Results In this study, the most common mutated genes were TP53 (90.5%), CCND1 (45.2%), FGF19 (38.1%), NOTCH1 (26.2%), PI3KCA (21.4%) and CDKN2A (19%). Among these mutations, PI3KCA and NOTCH1 showed mutual exclusion to some extent. In the univariate model, mutations in NOTCH1, CBLB and TSC2 genes and tumor mutation burden (TMB) ≥7 were independent biomarkers of OS. NOTCH1 (P=0.007, HR =2.87), CBLB (P=0.011, HR =4.68) and TSC2 (P=0.024, HR =3.7) were significantly associated with poorer OS, and patients with TMB ≥7 had longer OS (P=0.151, HR =0.31). In addition, patients who carried alteration in NOTCH signaling pathway had reduced OS (P=0.014, HR =2.54). Conclusions NOTCH1, CBLB and TSC2 alterations were found to be potential indicators of poor prognosis in patients with ESCC. TMB was also positively correlated with the OS of ESCC patients, providing valuable insights for their treatment strategies.
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Affiliation(s)
- Xia Zhou
- Department of Thoracic Radiotherapy, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, China
| | - Wuan Bao
- Department of Thoracic Radiotherapy, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, China
| | - Xiang Zhu
- Department of Thoracic Radiotherapy, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, China
| | - Di Wang
- Medical Department, Nanjing Geneseeq Technology Inc., Nanjing, China
| | - Pengfei Zeng
- Department of Digestology, Zhejiang Medical & Health Group, Hangzhou Hospital of Hangzhou Medical College, Hangzhou, China
| | - Guojie Xia
- Department of Medical Oncology, Traditional Chinese Medical Hospital of Huzhou, Huzhou, China
| | - Minyan Xing
- Department of Medical Oncology, Haining Branch, The First Affiliated Hospital, Zhejiang University, Haining, China
| | - Yanyan Zhan
- Medical Department, Nanjing Geneseeq Technology Inc., Nanjing, China
| | - Junrong Yan
- Medical Department, Nanjing Geneseeq Technology Inc., Nanjing, China
| | - Minchi Yuan
- Department of Oncology, The First People’s Hospital of Jiashan, Jiashan, China
| | - Qiang Zhao
- Department of Thoracic Surgery, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, China
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Cheng M, Shao Y, Li L, Jiang M, Song Z. Cost-effectiveness of immunotherapies for advanced squamous non-small cell lung cancer: a systematic review. BMC Cancer 2024; 24:312. [PMID: 38448878 PMCID: PMC10916025 DOI: 10.1186/s12885-024-12043-w] [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: 10/24/2023] [Accepted: 02/22/2024] [Indexed: 03/08/2024] Open
Abstract
BACKGROUND There are differences in the pharmacoeconomics of Immune checkpoint blocking (ICB) therapies for the treatment of lung squamous cell carcinoma (LSCC). However, no corresponding review studies have fully discussed the cost-effectiveness of ICBs in treating LSCC. The aim of this paper is to systematically review and evaluate all available pharmacoeconomic studies of ICBs for LSCC. METHOD The inclusion criteria were based on the population, intervention, comparator, outcomes, and study designs. An electronic search was conducted by June 2023, and the following databases were used: PubMed, EMBASE, Cochrane Library, and Web of Science. Search keywords included 'Carcinoma', Non-Small-Cell Lung', 'Immunotherapy', and 'Economics, Medical'. The primary outcome was the cost-effectiveness analysis of ICB therapy in LSCC patients. Drummond Checklist was used to assess quality problems and possible bias in the study design of included pharmacoeconomic studies. RESULTS This review searched 15 articles on the economic evaluation of ICB treatment for LSCC. After a qualitative review of 15 studies, we concluded that nivolumab is more cost-effective as a monotherapy than chemotherapy alone. In the combination regimen, pembrolizumab combined with chemotherapy appears to be the most cost-effective option at present, but for Chinese payers with LSCC, locally developed treatments such as sintilimab or toripalimab in combination with chemotherapy are more cost-effective. DISCUSSION The inclusion of economic evaluation has heterogeneity in research design and outcomes, which can only support qualitative synthesis. Therefore, The results of this paper need to be treated with caution. For the Chinese market, instead of imported drugs, the possible cost-effectiveness of locally developed ICB therapies should be the focus of future research.
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Affiliation(s)
- Minyu Cheng
- Department of Pharmacy, Zhejiang Hospital, 310013, Hangzhou, China
| | - Yanfei Shao
- Department of Pharmacy, Zhejiang Provincial People's Hospital, 310014, Hangzhou, China
| | - Li Li
- Department of Pharmacy, Zhejiang Hospital, 310013, Hangzhou, China
| | - Menglao Jiang
- Zhejiang Center of Drug and Cosmetics Evaluation, 310000, Hangzhou, Zhejiang, China
| | - Zhouye Song
- Department of Pharmacy, Zhejiang Hospital, 310013, Hangzhou, China.
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Mucherino S, Lorenzoni V, Triulzi I, Del Re M, Orlando V, Capuano A, Danesi R, Turchetti G, Menditto E. Cost-Effectiveness of Treatment Optimisation with Biomarkers for Immunotherapy in Solid Tumours: A Systematic Review. Cancers (Basel) 2024; 16:995. [PMID: 38473355 DOI: 10.3390/cancers16050995] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Revised: 02/17/2024] [Accepted: 02/23/2024] [Indexed: 03/14/2024] Open
Abstract
This study investigated the health economic evaluations of predictive biomarker testing in solid tumours treated with immune checkpoint inhibitors (ICIs). Searching PubMed, EMBASE, and Web of Science from June 2010 to February 2022, 58 relevant articles were reviewed out of the 730 screened. The focus was predominantly on non-small cell lung cancer (NSCLC) (65%) and other solid tumours (40%). Among the NSCLC studies, 21 out of 35 demonstrated cost-effectiveness, notably for pembrolizumab as first-line treatment when preceded by PD-L1 assessment, cost-effective at a threshold of $100,000/QALY compared to the standard of care. However, for bladder, cervical, and triple-negative breast cancers (TNBCs), no economic evaluations met the affordability threshold of $100,000/QALY. Overall, the review highlights a certain degree of uncertainty about the cost-effectiveness of ICI. In particular, we found PD-L1 expression associated with ICI treatment to be a cost-effective strategy, particularly in NSCLC, urothelial, and renal cell carcinoma. The findings suggest the potential value of predictive biomarker testing, specifically with pembrolizumab in NSCLC, while indicating challenges in achieving cost-effectiveness for certain other solid tumours.
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Affiliation(s)
- Sara Mucherino
- CIRFF-Centre of Pharmacoeconomics and Drug Utilization Research, Department of Pharmacy, University of Naples Federico II, via D Montesano 49, 80131 Naples, Italy
| | | | - Isotta Triulzi
- Institute of Management, Scuola Superiore Sant'Anna, 56127 Pisa, Italy
| | - Marzia Del Re
- Unit of Clinical Pharmacology and Pharmacogenetics, Department of Clinical and Experimental Medicine, University of Pisa, 56126 Pisa, Italy
| | - Valentina Orlando
- CIRFF-Centre of Pharmacoeconomics and Drug Utilization Research, Department of Pharmacy, University of Naples Federico II, via D Montesano 49, 80131 Naples, Italy
| | - Annalisa Capuano
- Section of Pharmacology 'L. Donatelli', Department of Experimental Medicine, University of Campania 'L. Vanvitelli', Via Costantinopoli 16, 80138 Naples, Italy
| | - Romano Danesi
- Unit of Clinical Pharmacology and Pharmacogenetics, Department of Clinical and Experimental Medicine, University of Pisa, 56126 Pisa, Italy
| | | | - Enrica Menditto
- CIRFF-Centre of Pharmacoeconomics and Drug Utilization Research, Department of Pharmacy, University of Naples Federico II, via D Montesano 49, 80131 Naples, Italy
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Li J, Xu C, Yuan S. A cost-effectiveness analysis of the combination of serplulimab with chemotherapy for advanced esophageal squamous cell carcinoma: insights from the ASTRUM-007 trial. COST EFFECTIVENESS AND RESOURCE ALLOCATION 2024; 22:8. [PMID: 38281053 PMCID: PMC10821310 DOI: 10.1186/s12962-024-00516-5] [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: 11/22/2023] [Accepted: 01/17/2024] [Indexed: 01/29/2024] Open
Abstract
BACKGROUND Combined serplulimab and chemotherapy demonstrated improved clinical survival outcomes in patients with advanced esophageal squamous cell carcinoma (ESCC) and PD-L1 combined positive scores (CPS) ≥ 1. The present study aimed to evaluate the economic viability of integrating serplulimab in combination with chemotherapy as a potential therapeutic approach for treating ESCC in China. METHODS A Markov model was constructed to evaluate the economic and health-related implications of combining serplulimab with chemotherapy. With the incremental cost-effectiveness ratio (ICER), costs and results in terms of health were estimated. For assessing parameter uncertainty, one-way and probabilistic sensitivity studies were carried out. RESULTS The combination of serplulimab and chemotherapy yielded incremental costs and QALYs of $3,163 and 0.14, $2,418 and 0.10, and $3,849 and 0.15, respectively, for the overall population as well as patients with PD-L1 CPS1-10 and PD-L1 CPS ≥ 10. This corresponds to ICER values per QALY of $23,657, $23,982, and $25,134. At the prespecified WTP limit, the probabilities of serplulimab with chemotherapy being the preferred intervention option were 74.4%, 61.3%, and 78.1% for the entire patient population, those with PD-L1 1 ≤ CPS < 10, and those with PD-L1 CPS ≥ 10, respectively. The stability of the presented model was confirmed through sensitivity studies. CONCLUSIONS In conclusion, the combination of Serplulimab and chemotherapy showed excellent cost-effectiveness compared to chemotherapy alone in treating PD-L1-positive patients with ESCC in China.
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Affiliation(s)
- Jiahui Li
- Department of Radiation Oncology, Kexin Cancer Hospital, Changsha, 410000, China.
| | - Chaoqun Xu
- Department of Radiation Oncology, Kexin Cancer Hospital, Changsha, 410000, China
| | - Suyun Yuan
- Department of Radiation Oncology, Kexin Cancer Hospital, Changsha, 410000, China
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Wu C, Li W, Tao H, Zhang X, Xin Y, Song R, Wang K, Zuo L, Cai Y, Wu H, Hui W. Cost-effectiveness of first-line immunotherapy for advanced non-small cell lung cancer with different PD-L1 expression levels: A comprehensive overview. Crit Rev Oncol Hematol 2024; 193:104195. [PMID: 37931769 DOI: 10.1016/j.critrevonc.2023.104195] [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: 07/20/2023] [Revised: 10/15/2023] [Accepted: 11/01/2023] [Indexed: 11/08/2023] Open
Abstract
BACKGROUND Immunotherapies can substantially improve treatment efficacy, despite their high cost. A comprehensive overview of the cost-effectiveness analysis (CEA) of immune checkpoint inhibitors (ICIs) in patients with non-small cell lung cancer based on different tumor proportion scores (TPSs) was conducted. METHODS PubMed, Embase, Cochrane Central Register of Controlled Trials, Health Technology Assessment Database, and NHS Economic Evaluation databases were searched from their inception until August 24, 2022. Data relevant to the CEA results were recorded, and quality assessments conducted based on the Quality of Health Economic Studies (QHES) process. FINDINGS Fifty-one original studies from seven countries were included. The mean QHES score was 77.0 (range: 53-95). Twenty-seven studies were classified as high-quality, and the rest as fair quality. Pembrolizumab, nivolumab, ipilimumab, atezolizumab, camrelizumab, cemiplimab, sintilimab, tislelizumab, and durvalumab were identified using three TPS categories. While nivolumab plus ipilimumab and pembrolizumab plus chemotherapy were unlikely to be cost-effective in China, the results for the US were uncertain. Atezolizumab combinations were not cost-effective in China or the US, and tislelizumab and sintilimab were cost-effective in China. For TPSs ≥ 50%, the pembrolizumab monotherapy could be cost-effective in some developed countries. Cemiplimab was more cost-effective than chemotherapy, pembrolizumab, and atezolizumab in the US. For TPSs ≥ 1%, the cost-effectiveness of pembrolizumab was controversial due to the different willingness-to-pay thresholds. CONCLUSIONS None of the atezolizumab combination regimens were found to be cost-effective in any perspective of evaluations. Camrelizumab, tislelizumab, and sintilimab have lower ICERs compared to atezolizumab, pembrolizumab, and nivolumab in China. Cemiplimab may be a more affordable alternative to pembrolizumab or atezolizumab. However, it remains unclear which ICIs are the best choices for each country. Future CEAs are required to select comprehensive regimens alongside randomized trials and real-world studies to help verify the economics of ICIs in specific decision-making settings.
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Affiliation(s)
- Changjin Wu
- School of Health Management, China Medical University, Shenyang, Liaoning, China
| | - Wentan Li
- School of Health Management, China Medical University, Shenyang, Liaoning, China
| | - Hongyu Tao
- Laboratory of Oncology, Institute of Medicinal Biotechnology, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xiyan Zhang
- School of Health Management, China Medical University, Shenyang, Liaoning, China
| | - Yu Xin
- Department of Science and Technology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Ruomeng Song
- School of Health Management, China Medical University, Shenyang, Liaoning, China
| | - Kaige Wang
- Department of Pulmonary and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Ling Zuo
- Department of Pulmonary and Critical Care Medicine, West China Hospital/West China School of Nursing, Sichuan University, Chengdu, Sichuan, China; Integrated Care Management Center, Outpatient Department, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Yuanyi Cai
- School of Health Management, China Medical University, Shenyang, Liaoning, China
| | - Huazhang Wu
- School of Health Management, China Medical University, Shenyang, Liaoning, China
| | - Wen Hui
- Department of Science and Technology, West China Hospital, Sichuan University, Chengdu, Sichuan, China.
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Zhu G, Cai H, Zheng Z. Cemiplimab combined with chemotherapy versus chemotherapy in advanced non-small cell lung cancer: an updated EMPOWER-Lung 3 trial-based cost-effectiveness analysis. Ther Adv Med Oncol 2023; 15:17588359231213619. [PMID: 38028144 PMCID: PMC10666692 DOI: 10.1177/17588359231213619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2023] [Accepted: 10/24/2023] [Indexed: 12/01/2023] Open
Abstract
Objective Cemiplimab combined with chemotherapy has emerged as a promising treatment option for advanced non-small cell lung cancer (NSCLC). Accordingly, this study has been conducted to evaluate the cost-effectiveness of this combination therapy in comparison to chemotherapy alone from the perspective of the United States healthcare system. Methods The present study is based on a partitioned survival model developed from clinical data obtained during the 2-year follow-up of the phase III EMPOWER-Lung 3 part 2 trial. The purpose of this investigation is to estimate the 10-year life expectancy and total healthcare costs of patients with advanced NSCLC by leveraging primary outcomes that evaluated costs, quality-adjusted life years (QALYs), and incremental cost-effectiveness ratio (ICER).To establish the willingness-to-pay (WTP) threshold for the analysis, a value of $150,000/QALY was adopted. Sensitivity analysis was performed to determine the impact of varying levels of uncertainty on the results of this study. Results When compared to chemotherapy alone, the addition of cemiplimab to chemotherapy has been demonstrated to result in an incremental gain of 1.593 QALY at an additional cost of $109351.298. This equates to an incremental cost-effectiveness ratio (ICER) of $68644.883/QALY. One-way sensitivity analyses were conducted on the model, which acknowledged the influence of several parameters, such as subsequent costs, the utility of progressive disease, the cost of best supportive care, the cost of cemiplimab per mg, and the utility of progression-free survival on the outcomes. Nonetheless, none of these parameters yielded an ICER lower than the WTP threshold. Conclusions From the perspective of the United States healthcare system, the utilization of cemiplimab in combination with chemotherapy as a first-line treatment option for NSCLC appears to be a cost-effective approach as compared to using chemotherapy as a standalone therapy.
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Affiliation(s)
- Gaofeng Zhu
- Department of Emergency Medicine, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, China
| | - Hongfu Cai
- Department of Pharmacy, Fujian Medical University Union Hospital, Fuzhou, China
| | - Zhiwei Zheng
- Department of Pharmacy, Cancer Hospital of Shantou University Medical College, Raoping Load 7 Shantou, Guangdong Province 515041, 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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Hui W, Song R, Tao H, Gao Z, Zhu M, Zhang M, Wu H, Gong D, Zhang X, Cai Y. Cost-effectiveness of first-line immunotherapy combinations with or without chemotherapy for advanced non-small cell lung cancer: a modelling approach. BMC Cancer 2023; 23:442. [PMID: 37189081 PMCID: PMC10186643 DOI: 10.1186/s12885-023-10938-8] [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: 11/06/2022] [Accepted: 05/09/2023] [Indexed: 05/17/2023] Open
Abstract
BACKGROUND Many studies have explored the cost-effectiveness of immunotherapy versus chemotherapy alone. However, there is paucity of evidence on direct pharmacoeconomic studies related to immunotherapy combinations. Thus, we aimed at assessing the economic outcomes of first-line immunotherapy combinations in the treatment of advanced non-small cell lung cancer (NSCLC) from the Chinese health care perspective. METHODS The mutual hazard ratios (HRs) of ten immunotherapy combinations and one chemotherapy regimen for the overall survival (OS) and progression-free survival (PFS) were obtained from a network meta-analysis. Based on proportional hazard (PH) assumption, adjusted OS and PFS curves were established to make the effects comparable. With the parameters of cost and utility, and of scale and shape from the fit of adjusted OS and PFS curves obtained from previous studies, a partitioned survival model was designed to estimate the cost-effectiveness of immunotherapy combinations versus chemotherapy alone. Parameter uncertainty in model inputs was assessed using one-way deterministic and probabilistic sensitivity analyses. RESULTS The incremental cost of camrelizumab plus chemotherapy versus chemotherapy alone was $13,180.65, the lowest among all the other immunotherapy combinations. Furthermore, sintilimab plus chemotherapy (sint-chemo) provided the highest quality-adjusted life-year (QALY) benefit versus chemotherapy alone (incremental QALYs = 0.45). Sint-chemo yielded the best incremental cost-effectiveness ratio (ICER) versus chemotherapy alone (ICER = $34,912.09/QALY), at the current price. The cost-effectiveness probabilities were 32.01% and 93.91% for pembrolizumab plus chemotherapy, and atezolizumab plus bevacizumab plus chemotherapy, respectively (if the original price of the pembrolizumab, atezolizumab, and bevacizumab were decreased by 90%). CONCLUSIONS Based on the fact that there is fierce competition in the PD-1/PD-L1 market, pharmaceutical enterprises should strive for greater efficacy, and optimal pricing strategy for therapies.
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Affiliation(s)
- Wen Hui
- West China Hospital, Sichuan University, Chengdu, China
| | - Ruomeng Song
- School of Public Health, China Medical University, Shenyang, China
| | - Hongyu Tao
- Laboratory of Oncology, Institute of Medicinal Biotechnology, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zhixiang Gao
- Department of Pharmacy, Affiliated Central Hospital of Shenyang Medical College, Shenyang, China
| | - Min Zhu
- Department of Health Service Management, School of Health Management, China Medical University, Shenyang, China
| | - Mingyue Zhang
- Department of Health Economics, School of Health Management, China Medical University, Shenyang, China
| | - Huazhang Wu
- Department of Health Service Management, School of Health Management, China Medical University, Shenyang, China
| | - Daichen Gong
- Medical Record Department, Xiamen Humanity Hospital, Xiamen, China
| | - Xiyan Zhang
- Department of Health Service Management, School of Health Management, China Medical University, Shenyang, China
| | - Yuanyi Cai
- Department of Health Service Management, School of Health Management, China Medical University, Shenyang, China.
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Zhu Y, Liu K, Yang Q, Zeng M, Peng L. First-line Immuno-chemotherapy for extensive-stage small-cell lung cancer: A network meta-analysis and cost-effectiveness analysis. Front Public Health 2023; 11:1028202. [PMID: 37006537 PMCID: PMC10061061 DOI: 10.3389/fpubh.2023.1028202] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Accepted: 03/03/2023] [Indexed: 03/18/2023] Open
Abstract
IntroductionMany randomized controlled trials have indicated that immuno-chemotherapy could generate clinical benefits, though the cost of immuno-chemotherapy was so prohibitive and the options were varied. This investigation aimed at evaluating effectiveness, safety, and cost-effectiveness for immuno-chemotherapy as a first-line therapeutic option for ES-SCLC patients.MethodsMultiple scientific literature repositories were searched for clinical studies where immuno-chemotherapy was regarded as the first-line treatment for ES-SCLC, which were published in English between Jan 1, 2000, and Nov 30, 2021. This study conducted a network meta-analysis (NMA) and cost-effectiveness analysis (CEA) based upon US-resident payer perspectives. Overall survival (OS), progression-free survival (PFS), and adverse events (AEs) were evaluated through NMA. In addition, costings, life-years (LYs), quality-adjusted life-years (QALYs), and incremental cost–benefit ratio (ICER) were estimated by CEA.ResultsWe identified 200 relevant search records, of which four randomized controlled trials (RCTs) (2,793 patients) were included. NMA demonstrated that the effect of atezolizumab plus chemotherapy was ranked at a more elevated position in comparison to other immuno-chemotherapy options and chemotherapy alone, within the general population. The influence of atezolizumab plus chemotherapy and durvalumab plus chemotherapy was ranked higher within populations experiencing non-brain metastases (NBMs) andbrain metastases (BMs), respectively. The CEA revealed that the ICERs of immuno-chemotherapy over chemotherapyalone were higher than the willingness-to-pay (WTP) threshold of $150,000/QALY in any population. However, treatment with atezolizumab plus chemotherapy and durvalumab plus chemotherapy were more favorable health advantages than other immuno-chemotherapy regimens and chemotherapy alone, and the results were 1.02 QALYs and 0.89 QALYs within overall populations and populations with BMs, respectively.ConclusionThe NMA and cost-effectiveness investigation demonstrated that atezolizumab plus chemotherapy could be an optimal first-line therapeutic option for ES-SCLC when compared with other immuno-chemotherapy regimens. Durvalumab plus chemotherapy is likely to be the most favorable first-line therapeutic option for ES-SCLC with BMs.
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Affiliation(s)
- Youwen Zhu
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Kun Liu
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Qiuping Yang
- Department of Pathology, Tangshan Cancer Hospital, Tangshan, Hebei, China
| | - Manting Zeng
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
- *Correspondence: Manting Zeng,
| | - Libo Peng
- Department of Oncology, Loudi Central Hospital, Loudi, Hunan, China
- Libo Peng,
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Zaim R, Redekop K, Uyl-de Groot CA. Attribution of value for combination immune checkpoint inhibitors in non-small cell lung cancer. J Cancer Policy 2023; 35:100382. [PMID: 36592861 DOI: 10.1016/j.jcpo.2022.100382] [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: 09/19/2022] [Revised: 12/13/2022] [Accepted: 12/29/2022] [Indexed: 01/01/2023]
Abstract
Immunotherapy represents a significant breakthrough in the treatment of cancer, including non-small cell lung cancer (NSCLC). Immune checkpoint inhibitors (ICIs) are used in combination with other treatments to provide clinically meaningful outcomes for NSCLC patients. However, there are distinct mechanisms of action that an ICI may provide such clinically meaningful benefits. We focused on the valuation of ICIs when used in combination with existing treatments for NSCLC, by addressing the following questions: (1) do combination ICIs improve clinical outcomes due to independent, rather than synergistic or additive drug action; and (2) how should we attribute value to the constituent parts of combination ICIs? To address these questions, we reviewed the United States Food and Drug Administration (FDA) drug database and Clinicaltrials.gov from January 1, 2012, until June 1, 2022, to identify approved indications of combination ICIs in NSCLC. For valuation methods, a separate search was conducted in PubMed, health technology assessment databases, and grey literature to identify published value assessment or attribution methods, specifically in the context of combination (cancer) treatments. As of June 1, 2022, the FDA approved eight combination ICI indications for NSCLC. The underlying mechanisms for the improved clinical benefits of these ICI therapies are not well studied. The superiority of combination ICI therapies compared to monotherapy in multiple indications does not indicate whether synergy or additivity is involved, or necessary. Policy statement: We encourage further research on the development of value attribution framework methods for combination therapies to quantify their added health benefits and economic value in the future. Given the valuation challenges of combination ICIs, their mechanism of action poses significant uncertainty and requires further clinical investigation to address whether synergy or additivity is existent.
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Affiliation(s)
- Remziye Zaim
- Erasmus School of Health Policy & Management, Erasmus University Rotterdam, the Netherlands.
| | - Ken Redekop
- Erasmus School of Health Policy & Management, Erasmus University Rotterdam, the Netherlands.
| | - Carin A Uyl-de Groot
- Erasmus School of Health Policy & Management, Erasmus University Rotterdam, the Netherlands.
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Shu Y, Ding Y, Li F, Zhang Q. Cost-effectiveness of nivolumab plus ipilimumab versus chemotherapy as first-line therapy in advanced non-small cell lung cancer. Int Immunopharmacol 2023; 114:109589. [PMID: 36700770 DOI: 10.1016/j.intimp.2022.109589] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2022] [Revised: 12/02/2022] [Accepted: 12/09/2022] [Indexed: 12/23/2022]
Abstract
OBJECTIVES First-line treatment with nivolumab plus ipilimumab has been shown to improve overall survival (OS) and progression-free survival (PFS) for patients with advanced non-small cell lung cancer (NSCLC). The current study evaluated the cost-effectiveness of nivolumab plus ipilimumab versus chemotherapy in advanced NSCLC from the perspective of Chinese healthcare system. METHODS A three state-transition Markov model was employed to evaluate the cost and effectiveness of nivolumab plus ipilimumab versus chemotherapy in the first-line treatment of advanced NSCLC. Key clinical data in the model were derived from Part 1 of the phase 3 CheckMate 227 trial (NCT02477826). Costs and utilities were obtained from published literatures. The main endpoints of the model were costs, quality-adjusted life-years (QALYs) and incremental cost-effectiveness ratio (ICER). One-way and probabilistic sensitivity analyses were performed to assess the model uncertainty. RESULTS Nivolumab plus ipilimumab was associated with an increase in overall cost of $95,867.82 and improved effectiveness of 0.98 QALYs compared with chemotherapy, yielding an ICER of $97,676.24 per QALY. In one-way sensitivity analysis, the variables that had the greatest influence on the ICER were hazard ratio for OS and body weight. In probabilistic analysis, nivolumab plus ipilimumab had a 0% probability of being cost-effective at a willingness-to-pay (WTP) threshold of $37,663.26/QALY in China. However, the combination therapy would become cost-effective when the cost of nivolumab and ipilimumab were discounted by 65%. CONCLUSION First-line nivolumab plus ipilimumab treatment for advanced NSCLC was found to be not cost-effective compared with chemotherapy at a WTP threshold of $37,663.26/QALY in China.
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Affiliation(s)
- Yamin Shu
- Department of Pharmacy, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Yiling Ding
- Graduate School of Pharmaceutical Sciences, University of Tokyo, Tokyo 113-0033, Japan
| | - Feie Li
- Department of Pharmacy, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China.
| | - Qilin Zhang
- Department of Pharmacy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China.
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Zaim R, Redekop WK, Uyl-de Groot CA. Cost-effectiveness of first line nivolumab-ipilimumab combination therapy for advanced non-small cell lung cancer: A systematic review and methodological quality assessment. FRONTIERS IN HEALTH SERVICES 2023; 3:1034256. [PMID: 36926505 PMCID: PMC10012633 DOI: 10.3389/frhs.2023.1034256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Accepted: 02/22/2023] [Indexed: 03/14/2023]
Abstract
To assess the methodological quality of cost-effectiveness analyses (CEA) of nivolumab in combination with ipilimumab, we conducted a systematic literature review in the first-line treatment of patients with recurrent or metastatic non-small cell lung cancer (NSCLC), whose tumors express programmed death ligand-1, with no epidermal growth factor receptor or anaplastic lymphoma kinase genomic tumor aberrations. PubMed, Embase, and the Cost-Effectiveness Analysis Registry were searched, in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. The methodological quality of the included studies was assessed by the Philips checklist and the Consensus Health Economic Criteria (CHEC) checklist. 171 records were identified. Seven studies met the inclusion criteria. Cost-effectiveness analyses differed substantially due to the applied modeling methods, sources of costs, health state utilities, and key assumptions. Quality assessment of the included studies highlighted shortcomings in data identification, uncertainty assessment, and methods transparency. Our systematic review and methodology assessment revealed that the methods of estimation of long-term outcomes, quantification of health state utility values, estimation of drug costs, the accuracy of data sources, and their credibility have important implications on the cost-effectiveness outcomes. None of the included studies fulfilled all of the criteria reported in the Philips and the CHEC checklists. To compound the economic consequences presented in these limited number of CEAs, ipilimumab's drug action as a combination therapy poses significant uncertainty. We encourage further research to address the economic consequences of these combination agents in future CEAs and the clinical uncertainties of ipilimumab for NSCLC in future trials.
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Affiliation(s)
- Remziye Zaim
- Erasmus School of Health Policy & Management, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - W Ken Redekop
- Erasmus School of Health Policy & Management, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - Carin A Uyl-de Groot
- Erasmus School of Health Policy & Management, Erasmus University Rotterdam, Rotterdam, Netherlands
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Zhu Y, Liu K, Peng L. First-Line Lenvatinib plus Pembrolizumab or Everolimus versus Sunitinib for Advanced Renal Cell Carcinoma: A United States-based Cost-effectiveness Analysis. Clin Genitourin Cancer 2022; 21:417.e1-417.e10. [DOI: 10.1016/j.clgc.2022.11.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 11/20/2022] [Accepted: 11/20/2022] [Indexed: 11/27/2022]
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Xie Q, Zheng H, Su N, Li Q. Camrelizumab in patients with advanced non-squamous non-small cell lung cancer: a cost-effective analysis in China. BMJ Open 2022; 12:e061592. [PMID: 36194670 PMCID: PMC9362787 DOI: 10.1136/bmjopen-2022-061592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/09/2022] Open
Abstract
OBJECTIVE Camrelizumab is a selective, humanised, high-affinity IgG4 kappa monoclonal antibody against programmed cell death 1 that shows effective antitumour activity with acceptable toxicity in multiple tumour types. The CameL trial demonstrated that camrelizumab plus chemotherapy (CC) significantly prolonged the median progression-free survival and median overall survival versus chemotherapy alone (CA) in patients with advanced non-squamous non-small cell lung cancer (NSCLC). Our study was conducted to investigate the cost-effectiveness of the two strategies in chemotherapy-naive patients with advanced non-squamous NSCLC. DESIGN, SETTING AND PARTICIPANTS A Markov simulation model was generated based on the CameL trial. The two simulated treatments included CC and CA. PRIMARY AND SECONDARY OUTCOME MEASURES Utility was derived from published literature, and costs were calculated based on those at our hospital in Chengdu, China. Incremental cost-effectiveness ratios (ICERs) were calculated to compare the cost-effectiveness of the two treatment arms. RESULTS In the overall population, the total costs were $27 223.40 and $13 740.10 for CC and CA treatment, respectively. The CC treatment produced 1.37 quality-adjusted life years (QALYs), and the CA treatment produced 1.17 QALYs. Hence, patients who were in the CC group spent an additional $13 483.30 and generated an increase of 0.20 QALYs, resulting in an ICER of $67 416.50 per QALY. CONCLUSIONS For chemotherapy-naive patients with advanced non-squamous NSCLC, CC is not considered a cost-effective treatment versus CA in China when considering a willingness-to-pay threshold of $31 500 per QALY. TRIAL REGISTRATION NUMBER NCT03134872.
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Affiliation(s)
- Qian Xie
- General Practice Ward/International Medical Center Ward, General Practice Medical Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Hanrui Zheng
- Department of Clinical Pharmacy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Na Su
- Department of Clinical Pharmacy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Qiu Li
- Division of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
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Cost-Effectiveness of First-Line Nivolumab Plus Ipilimumab Combination Therapy in Advanced Non-Small-Cell Lung Cancer in Japan. Clin Drug Investig 2022; 42:599-609. [PMID: 35675029 DOI: 10.1007/s40261-022-01168-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/15/2022] [Indexed: 11/03/2022]
Abstract
BACKGROUND AND OBJECTIVE In Japan, indications for nivolumab have been expanded to include the combination therapy with ipilimumab in various cancers. This study aimed to evaluate the cost-effectiveness of combination therapy of nivolumab plus ipilimumab (NIV + IPI) for patients with advanced non-small-cell lung cancer (NSCLC), comparing it with platinum-doublet chemotherapy in Japanese settings. METHODS A partitioned survival model was developed to predict costs and quality-adjusted life-years (QALYs) in a NIV + IPI arm and a chemotherapy arm. Data on overall survival and progression-free survival were derived from the CheckMate 227 trial. Cost estimates were based on a Japanese healthcare system perspective using real-world data from the JMDC claims database. Utilities were derived from published sources outside Japan. The incremental cost-effectiveness ratio (ICER) of NIV + IPI therapy compared with chemotherapy was estimated. A scenario analysis on the level of programmed death-ligand 1 (PD-L1) expression was conducted. In addition, sensitivity analyses were performed to assess the uncertainty in parameter settings. RESULTS Compared with chemotherapy, NIV + IPI therapy incurred an additional cost of USD102,623 and conferred an additional 1.007 QALY, which resulted in an ICER of USD101,950/QALY gained. Contrary to prior expectations, the ICER of patients with a PD-L1 expression level ≥ 1% was higher than that of patients with a PD-L1 expression level < 1% (USD145,868/QALY and USD127,737/QALY, respectively). Sensitivity analyses showed a relatively robust result with the ICERs remaining higher than a Japanese price adjustment threshold of USD75,000/QALY with a few exceptions. CONCLUSIONS The combination of NIV + IPI as first-line therapy would not be cost effective under a willingness-to-pay threshold of USD75,000/QALY from the perspective of the Japanese healthcare system.
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Zhu Y, Liu K, Ding D, Zhou Y, Peng L. Pembrolizumab Plus Chemotherapy as First-Line Treatment for Advanced Esophageal Cancer: A Cost-Effectiveness Analysis. Adv Ther 2022; 39:2614-2629. [PMID: 35394255 DOI: 10.1007/s12325-022-02101-9] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Accepted: 02/22/2022] [Indexed: 11/25/2022]
Abstract
INTRODUCTION In 2021, KEYNOTE-590 (NCT03189719) showed that pembrolizumab plus 5-fluorouracil and cisplatin (PPF) has more benefits than 5-fluorouracil and cisplatin (PF) as a first-line regimen to treat individuals with advanced esophageal cancer. However, given that it is expensive, controversies over the value of using this compared to competitive strategies remain. Hence, we conducted a cost-effectiveness evaluation of pembrolizumab plus chemotherapy. METHODS A Markov model was applied in evaluating the efficacy and cost of PPF and PF over a 7-year horizon and measured the health outcomes in life-years (LYs), quality-adjusted life-years (QALYs), and incremental cost-effectiveness ratio (ICER). The economic data included were relevant to patients in the USA and China. We also performed one-way and probabilistic sensitivity analyses to determine the uncertainties relevant to the model. Willingness to pay thresholds (WTP) of $150,000/QALY (USA) and $35,673/QALY (China) were used to calculate a probability for the cost-effectiveness of PPF. RESULTS PPF yielded 0.386-0.607 QALYs (0.781-1.195 LYs) compared with PF. In our analysis, compared with receiving PF, patients with advanced esophageal cancer receiving PPF had an ICER of $577,461/QALY in the USA and $258,261/QALY in China, those for esophageal squamous cell carcinoma were $550,211/QALY in the USA and $244,580/QALY in China, and a programmed cell death ligand 1 combined positive score (PD-L1 CPS) ≥ 10 was associated with a cost of $479,119/QALY in the USA and $201,355/QALY in China. Sensitivity analysis found the price of pembrolizumab to be the biggest influence. CONCLUSION From the economic perspectives of the USA and China, a first-line regimen of PPF for esophageal cancer therapy may not be as cost-effective as PF. However, patients with esophageal cancer and PD-L1 CPS ≥ 10 may gain the most LYs from initial PPF treatment.
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Affiliation(s)
- Youwen Zhu
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China
| | - Kun Liu
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China
| | - Dong Ding
- Department of Oncology, Enshi Central Hospital, Wuhan University, Hubei, 445000, China
| | - Yangying Zhou
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China
| | - Libo Peng
- Department of Oncology, The Central Hospital of Loudi, The University of South China, Loudi, 417000, Hunan, China.
- Department of Oncology, The Central Hospital of Loudi Affiliated to the University of South China, Loudi, 417000, Hunan, China.
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Shu Y, Ding Y, Zhang Q. Cost-Effectiveness of Nivolumab Plus Chemotherapy vs. Chemotherapy as First-Line Treatment for Advanced Gastric Cancer/Gastroesophageal Junction Cancer/Esophagel Adenocarcinoma in China. Front Oncol 2022; 12:851522. [PMID: 35515123 PMCID: PMC9065445 DOI: 10.3389/fonc.2022.851522] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Accepted: 03/25/2022] [Indexed: 12/02/2022] Open
Abstract
Objective The purpose of this study was to evaluate the cost-effectiveness of nivolumab plus chemotherapy vs. chemotherapy as first-line therapy in patients with advanced gastric cancer/gastroesophageal junction cancer/esophageal adenocarcinoma from the perspective of the Chinese healthcare system. Methods This economic evaluation used a state-transition Markov model to assess the cost and effectiveness of nivolumab plus chemotherapy vs. chemotherapy as first-line treatment for advanced gastric cancer/gastroesophageal junction cancer/esophageal adenocarcinoma. The characteristics of patients in the model came from a phase 3 open-label randomized clinical trial (CheckMate 649). Key clinical data were based on the CheckMate 649 trial conducted from March 2017 to April 2019, and costs and utilities were collected from the published literature. The total cost of treatment per patient, quality-adjusted life-years (QALYs), and incremental cost-effectiveness ratio (ICER) were calculated for the two treatment strategies. Deterministic sensitivity analysis and probabilistic sensitivity analysis were performed. Results In the baseline analysis, the incremental effectiveness and cost of nivolumab plus chemotherapy vs. chemotherapy were 0.28 QALYs and $78,626.53, resulting in an ICER of $278,658.71/QALY, higher than the willingness-to-pay (WTP) threshold of China ($31,498.70/QALY). The model was sensitive to the duration of progression-free survival (PFS) for the nivolumab plus chemotherapy group, the cost of nivolumab per 100 mg, and the utility of PFS. Conclusion Nivolumab plus chemotherapy was clearly not a cost-effective treatment strategy compared with chemotherapy as first-line therapy for patients with advanced gastric cancer/gastroesophageal junction cancer/esophageal adenocarcinoma in China. Reducing the price of nivolumab may improve its cost-effectiveness.
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Affiliation(s)
- Yamin Shu
- Department of Pharmacy, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yufeng Ding
- Department of Pharmacy, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Qilin Zhang
- Department of Pharmacy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
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Pembrolizumab with or without chemotherapy versus cetuximab plus chemotherapy to treat recurrent or metastatic head and neck squamous cell carcinoma: An updated KEYNOTE-048 based cost-effectiveness analysis. Oral Oncol 2022; 129:105871. [PMID: 35483156 DOI: 10.1016/j.oraloncology.2022.105871] [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: 12/27/2021] [Revised: 04/02/2022] [Accepted: 04/13/2022] [Indexed: 02/05/2023]
Abstract
OBJECTIVES Recently, updated data from KEYNOTE-048 revealed that pembrolizumab with or without chemotherapy could improve progression-free survival (PFS)2 compared with cetuximab plus chemotherapy in recurrent or metastatic head and neck squamous cell carcinoma (HNSCC). MATERIALS AND METHODS A Markov structure was conducted to evaluate the cost and effectiveness of pembrolizumab monotherapy or pembrolizumab plus chemotherapy vs. cetuximab plus chemotherapy in the first-line treatment of recurrent or metastatic HNSCC from the United States payer's perspective. Total cost, health outcomes, and incremental cost-effective ratios (ICERs) were estimated. Additional analyses were conducted in the total population and in two different programmed cell death 1 ligand 1 (PD-L1) combined positive scores (CPSs) (≥1 and ≥ 20) population. Sensitivity analysis were used to test the stability of the model. RESULTS When compared with cetuximab plus chemotherapy, the pembrolizumab monotherapy strategy was dominated by lower cost and better efficacy in all three populations. The incremental costs and quality adjusted life years (QALYs) yielded by pembrolizumab plus chemotherapy compared with cetuximab plus chemotherapy were $16016.88 and 0.11 in the total population, and $24467.47 and 0.18 and $30448.46 and 0.20 in the populations with a PD-L1 CPS ≥ 1 and CPS ≥ 20, respectively, leading to ICERs of $147876.14, $134237.84, and $153660.78 per QALY, respectively. CONCLUSION First-line treatment with pembrolizumab or pembrolizumab plus chemotherapy are cost-effective strategies compared with cetuximab plus chemotherapy when the value of willingness-to-pay (WTP) was $150000 per QALY for the total and PD-L1 CPS ≥ 1 populations with recurrent or metastatic HNSCC.
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21
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Gil-Sierra MD, del Pilar Briceño-Casado M, Sánchez-Hidalgo M. Nivolumab Plus Ipilimumab for Previously Treated Stage IV Squamous Cell Lung Cancer. JAMA Oncol 2022; 8:642. [DOI: 10.1001/jamaoncol.2021.7787] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Affiliation(s)
- Manuel David Gil-Sierra
- Pharmacy Faculty, Pharmacology Department, University of Sevilla, Sevilla, Spain
- Pharmacy Department, Hospital Universitario de Puerto Real, Puerto Real, Spain
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Polyzoi M, Sandhu H, Maervoet J, Yuan Y, Chaudhary MA, Varol N, Lee A, Dale P, Jones C, Lubinga SJ, Penrod JR. Cost-effectiveness analysis of nivolumab plus ipilimumab plus two cycles of platinum-doublet chemotherapy versus platinum-doublet chemotherapy alone for first-line treatment of stage IV or recurrent non-small cell lung cancer in the United States. J Med Econ 2022; 25:660-668. [PMID: 35658806 DOI: 10.1080/13696998.2022.2048573] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
AIM This economic analysis evaluated the cost-effectiveness of nivolumab (NIVO) plus ipilimumab (IPI) plus two cycles of platinum-doublet chemotherapy (PDC) compared with four cycles of PDC as first-line treatment for patients with advanced NSCLC in the United States (US). METHODS A partitioned survival model was constructed with three mutually exclusive health states: progression free, progressed disease, and death. The analysis was conducted from a US healthcare payer perspective, using a time horizon of 25 years. Costs and outcomes were discounted at 3% annually. Survival outcomes from CheckMate 9LA were extrapolated with longer follow-up data from CheckMate 227 Part 1 (NIVO + IPI) and validated against data from other relevant clinical trials and real-world registries. Health-related quality of life utility values were derived from EQ-5D-3L data collected in CheckMate 9LA. US-specific costs (2020 dollars) were used for disease management; drug acquisition, administration, and monitoring; end-of-life care; adverse events; and subsequent treatments. Model outcomes included life years (LYs) gained, quality-adjusted LYs (QALYs) gained, and incremental cost-effectiveness ratio (ICER) for NIVO + IPI + PDC versus PDC. Sensitivity and scenario analyses were conducted. RESULTS NIVO + IPI + PDC was associated with higher projected health benefits than PDC, including gains in LYs (3.71 vs 1.89) and QALYs (2.86 vs 1.37), and higher costs ($317,581 vs $119,909). The ICER was $132,960/QALY gained. NIVO + IPI + PDC had a 78-100% probability of being cost-effective at a willingness-to-pay threshold of $150,000-$250,000/QALY. Sensitivity and scenario analyses indicated that the results were robust to changes in key parameters. LIMITATIONS The inherent limitation in extrapolating clinical trial data was mitigated using data from the more mature CheckMate 227 Part 1 trial and validating the outcomes against data from other relevant trials and real-world registries. CONCLUSION NIVO + IPI + PDC (two cycles) provides a new first-line treatment option for patients with advanced NSCLC that is cost-effective within a range considered acceptable in the US.
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Affiliation(s)
| | | | | | - Yong Yuan
- Bristol Myers Squibb, Princeton, NJ, USA
| | | | | | - Adam Lee
- Bristol Myers Squibb, Uxbridge, UK
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23
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Berling M, Chaudhary MA, Yuan Y, Varol N, Dale P, Testa E, Klint J, Lee A, Lubinga SJ, Penrod JR. Cost-effectiveness analysis of nivolumab plus ipilimumab versus platinum-doublet chemotherapy for first-line treatment of stage IV or recurrent non-small cell lung cancer in the United States. J Med Econ 2022; 25:703-711. [PMID: 35659172 DOI: 10.1080/13696998.2022.2077549] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
AIM We evaluated the cost-effectiveness of nivolumab in combination with ipilimumab (NIVO + IPI) versus platinum-doublet chemotherapy (PDC) for the first-line treatment of stage IV or recurrent non-small cell lung cancer (NSCLC) from a third-party payer perspective in the United States (US). METHODS A partitioned survival model was developed using efficacy, safety, and utility inputs derived from Part 1 of the phase 3 CheckMate 227 trial (NCT02477826) with 37.7-month minimum follow-up for overall survival (OS). OS and progression-free (PF) survival were extrapolated over a 20-year time-horizon using parametric spline-based models selected based on goodness of fit and validated with data from external sources. Duration of treatment Kaplan-Meier curves were used for treatment cost calculations. US-specific costs (2021 dollars) for drug acquisition, administration, and monitoring; disease management (PF and progressed disease health states); end-of-life care; adverse events; and subsequent treatments were derived from publicly available sources. Time-to-death utilities were applied in the base case, whereas treatment-specific progression-based utilities were tested in a scenario analysis. Main outcomes included incremental cost per life-year gained (LYG) and quality-adjusted life-year (QALY). Model uncertainty was assessed through deterministic and probabilistic sensitivity analyses. RESULTS NIVO + IPI resulted in 1.53 additional life-years, 1.33 additional QALYs, and $142 088 in additional costs compared with PDC. The incremental cost per LYG was $92 651, whereas incremental cost per QALY gained was $106 553. The application of treatment-specific progression-based utilities yielded an incremental cost per QALY gained of $117 076. Probabilistic sensitivity analysis revealed a 98% probability that NIVO + IPI was cost-effective versus PDC at a willingness-to-pay threshold of $150 000 per QALY. CONCLUSIONS NIVO + IPI was estimated to be cost-effective as a first-line treatment for stage IV or recurrent NSCLC in the US, with increased survival and higher cost compared with PDC.
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Affiliation(s)
| | | | - Yong Yuan
- Bristol Myers Squibb, Princeton, NJ, USA
| | | | | | | | | | - Adam Lee
- Bristol Myers Squibb, Uxbridge, UK
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Yang SC, Kunst N, Gross CP, Wang JD, Su WC, Wang SY. Cost-Effectiveness of Nivolumab Plus Ipilimumab With and Without Chemotherapy for Advanced Non-Small Cell Lung Cancer. Front Oncol 2021; 11:760686. [PMID: 34956882 PMCID: PMC8695441 DOI: 10.3389/fonc.2021.760686] [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: 08/18/2021] [Accepted: 11/22/2021] [Indexed: 11/13/2022] Open
Abstract
Background First-line treatment with nivolumab plus ipilimumab (N+I) or nivolumab plus ipilimumab with two cycles of chemotherapy (N+I+chemotherapy) improve overall survival and progression-free survival for patients with metastatic non-small cell lung cancer (NSCLC), yet researchers have not concomitantly compared the cost-effectiveness of N+I and N+I+chemotherapy with chemotherapy alone. Materials and methods Using outcomes data from the CheckMate 227 and CheckMate 9LA phase 3 randomized trials, we developed a Markov model with lifetime horizon to compare the costs and effectiveness of N+I and N+I+chemotherapy versus chemotherapy from the U.S. health care sector perspective. Subgroup analysis by programmed death-ligand 1 (PD-L1) expression levels (≥1% and <1%) and probabilistic analysis were performed. Results The incremental cost-effectiveness ratio (ICER) of N+I versus chemotherapy was $239,072 per QALY, and $838,198 per QALY for N+I+chemotherapy versus N+I. The ICER of N+I versus chemotherapy was $246,584 per QALY for patients with PD-L1 ≥ 1% and $185,620 per QALY for those with PD-L1 < 1%. In probabilistic analysis, N+I had a 2.6% probability of being cost-effective at a willingness-to-pay threshold of $150,000 per QALY. The probability was 0.4% for patients with PD-L1 ≥ 1% and 10.6% for patients with PD-L1 < 1%. Conclusion First-line N+I or N+I+chemotherapy for metastatic NSCLC was not cost-effective regardless of PD-L1 expression levels from the U.S. health care sector perspective.
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Affiliation(s)
- Szu-Chun Yang
- Department of Chronic Disease Epidemiology, Yale University School of Public Health, New Haven, CT, United States.,Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Natalia Kunst
- Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, MA, United States.,Cancer Outcomes, Public Policy, and Effectiveness Research (COPPER) Center, Yale Cancer Center and Yale University School of Medicine, New Haven, CT, United States.,Public Health Modeling Unit, Yale University School of Public Health, New Haven, CT, United States
| | - Cary P Gross
- Cancer Outcomes, Public Policy, and Effectiveness Research (COPPER) Center, Yale Cancer Center and Yale University School of Medicine, New Haven, CT, United States
| | - Jung-Der Wang
- Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Wu-Chou Su
- Department of Oncology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Shi-Yi Wang
- Department of Chronic Disease Epidemiology, Yale University School of Public Health, New Haven, CT, United States.,Cancer Outcomes, Public Policy, and Effectiveness Research (COPPER) Center, Yale Cancer Center and Yale University School of Medicine, New Haven, CT, United States
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Zhu Y, Hu H, Ding D, Li S, Liao M, Shi Y, Huang J. First-line pembrolizumab plus chemotherapy for extensive-stage small-cell lung cancer: a United States-based cost-effectiveness analysis. COST EFFECTIVENESS AND RESOURCE ALLOCATION 2021; 19:77. [PMID: 34863203 PMCID: PMC8642846 DOI: 10.1186/s12962-021-00329-w] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2021] [Accepted: 10/30/2021] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND The clinical trial of Keynote-604 showed that pembrolizumab plus chemotherapy could generate clinical benefits for extensive-stage small-cell lung cancer (ES-SCLC). We aim to assess the efficacy and cost of pembrolizumab combined with chemotherapy in the first-line treatment setting of ES-SCLC from the United States (US) payers' perspective. METHODS A synthetical Markov model was used to evaluate cost and effectiveness of pembrolizumab plus platinum-etoposide(EP) versus EP in first-line therapy for ES-SCLC from the data of Keynote-604. Lifetime costs life-years(LYs), quality adjusted LYs(QALYs) and incremental cost-effectiveness ratios(ICERs) were estimated. One-way and probabilistic sensitivity analyses were performed. Furthermore, we performed subgroup analysis. RESULTS Pembrolizumab plus EP resulted in additional 0.18 QALYs(0.32 LYs) and corresponding incremental costs $113,625, resulting an ICER of $647,509 per QALY versus EP. The price of pembrolizumab had a significant impact on ICER. Probabilistic sensitivity analysis indicated that pembrolizumab combined chemotherapy may become a cost-effective option with a probability of 0%. Besides, subgroup analysis suggested that all subgroups were not cost-effective. CONCLUSION From the perspective of the US payer, pembrolizumab plus EP is not a cost-effective option for first-line treatment patients with ES-SCLC at a WTP threshold of $150,000 per QALY.
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Affiliation(s)
- Youwen Zhu
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China
| | - Huabin Hu
- Department of Medical Oncology, The Sixth Affiliated Hospital of Sun Yat-Sen University, Guangzhou, 510655, China.,Guangdong Institute of Gastroenterology, Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, Guangzhou, 510655, China
| | - Dong Ding
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China
| | - Shuosha Li
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China
| | - Mengting Liao
- Department of Health Management Center, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China
| | - Yin Shi
- Department of Pharmacy, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China
| | - Jin Huang
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China. .,Department of Dermatology, Hunan Engineering Research Center of Skin Health and Disease, Hunan Key Laboratory of Skin Cancer and Psoriasis, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China.
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Qiao N, Insinga R, Burke T, Lopes G. Cost-Minimization Analysis of Pembrolizumab Monotherapy Versus Nivolumab in Combination with Ipilimumab as First-Line Treatment for Metastatic PD-L1-Positive Non-small Cell Lung Cancer: A US Payer Perspective. PHARMACOECONOMICS - OPEN 2021; 5:765-778. [PMID: 34292540 PMCID: PMC8611160 DOI: 10.1007/s41669-021-00288-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Accepted: 07/09/2021] [Indexed: 06/13/2023]
Abstract
BACKGROUND Pembrolizumab monotherapy and nivolumab in combination with ipilimumab are US FDA-approved first-line (1L) regimens for patients with metastatic non-small cell lung cancer (NSCLC) without epidermal growth factor receptor or anaplastic lymphoma kinase genomic aberrations and with a programmed death ligand 1 (PD-L1) tumor proportion score (TPS) of ≥ 1%. A published matching-adjusted indirect comparison found the two regimens yield comparable overall and progression-free survival outcomes. OBJECTIVE The aim of this study was to compare direct medical costs of pembrolizumab and nivolumab plus ipilimumab for PD-L1-positive metastatic NSCLC treatment within the first 3 years following treatment initiation from a US payer perspective. METHODS A cost-minimization model was built to estimate and compare treatment, disease management, and adverse event costs based on KEYNOTE-024 and -042, and CheckMate 227 Part 1a trial survival and adverse event data. RESULTS 1L pembrolizumab generates $54,343, $75,744, and $76,259 per patient cost savings compared with 1L nivolumab plus ipilimumab for patients with NSCLC with PD-L1 TPS ≥ 1% within 1, 2, and 3 years of treatment initiation, respectively. CONCLUSION Pembrolizumab is cost saving as 1L treatment for PD-L1-positive metastatic NSCLC in comparison with nivolumab plus ipilimumab, at least for the short term.
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Affiliation(s)
- Nan Qiao
- Biostatistics and Research Decision Sciences, Merck & Co., Inc., 2000 Galloping Hill Road, Kenilworth, NJ 07033 USA
| | - Ralph Insinga
- Biostatistics and Research Decision Sciences, Merck & Co., Inc., 2000 Galloping Hill Road, Kenilworth, NJ 07033 USA
| | - Thomas Burke
- Center for Observational and Real-World Evidence, Merck & Co., Inc., 2000 Galloping Hill Road, Kenilworth, NJ 07033 USA
| | - Gilberto Lopes
- Sylvester Comprehensive Cancer Center at the University of Miami, 1120 NW 14th St, Suite 650J, Miami, FL 33136 USA
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Zhang M, Liu X, Wen F, Wu Q, Zhou K, Bai L, Li Q. First-line Cemiplimab versus Standard Chemotherapy in Advanced Non-small Cell Lung Cancer Patients with at Least 50% Programmed Cell Death Receptor Ligand-1 Positivity: Analysis of Cost-effectiveness. Clin Oncol (R Coll Radiol) 2021; 34:e123-e129. [PMID: 34736841 DOI: 10.1016/j.clon.2021.10.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2021] [Revised: 09/13/2021] [Accepted: 10/18/2021] [Indexed: 02/08/2023]
Abstract
AIMS The EMPOWER-Lung 1 trial showed that cemiplimab significantly prolongs the duration of progression-free survival and overall survival in advanced non-small cell lung cancer (NSCLC) patients with at least 50% programmed cell death receptor ligand-1 (PD-L1) positivity, yet the financial burden may limit its use. The aim of the present study was to evaluate the cost-effectiveness of cemiplimab versus chemotherapy in a US setting. MATERIALS AND METHODS A Markov model, with three mutually exclusive health states, was used to compare the expected health outcomes and cost of cemiplimab with chemotherapy. Survival data and transition probabilities were collected from the EMPOWER-Lung 1 trial. Utility values and costs are publicly available from open sources. One-way and probabilistic sensitivity analyses were conducted in both the whole population and subgroups to test the robustness of the parameters and structure. RESULTS Treatment of NSCLC with cemiplimab yielded an extra 1.07 quality-adjusted life years (QALYs) at an additional cost of $98 211 compared with chemotherapy, associated with an incremental cost-effectiveness ratio of $91 891/QALY and an incremental net health benefit of 0.087 QALYs at a willingness to pay threshold of $100 000/QALY. The probabilistic sensitivity analysis indicated that cemiplimab provided an 83.2% probability of being cost-effective. One-way sensitivity analysis suggested that the price of cemiplimab was the chief driver in this model. A subgroup analysis showed that cemiplimab was the preferred incremental net health benefit in more than half of the subgroups, including patients with squamous type disease and metastases. CONCLUSIONS Cemiplimab is a cost-effective option in the first-line treatment of NSCLC in patients who are at least 50% PD-L1 positive from an American perspective.
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Affiliation(s)
- M Zhang
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China; West China Biomedical Big Data Center, Sichuan University, Chengdu, Sichuan, China
| | - X Liu
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - F Wen
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China; West China Biomedical Big Data Center, Sichuan University, Chengdu, Sichuan, China
| | - Q Wu
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China; West China Biomedical Big Data Center, Sichuan University, Chengdu, Sichuan, China
| | - K Zhou
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China; West China Biomedical Big Data Center, Sichuan University, Chengdu, Sichuan, China
| | - L Bai
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China; West China Biomedical Big Data Center, Sichuan University, Chengdu, Sichuan, China
| | - Q Li
- Department of Medical Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China; West China Biomedical Big Data Center, Sichuan University, Chengdu, Sichuan, China.
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Yang W, Lei C, Song S, Jing W, Jin C, Gong S, Tian H, Guo T. Immune checkpoint blockade in the treatment of malignant tumor: current statue and future strategies. Cancer Cell Int 2021; 21:589. [PMID: 34727927 PMCID: PMC8565029 DOI: 10.1186/s12935-021-02299-8] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Accepted: 10/24/2021] [Indexed: 01/08/2023] Open
Abstract
After being stagnant for decades, there has finally been a paradigm shift in the treatment of cancer with the emergence and application of immune checkpoint inhibitors (ICIs). The most extensively utilized ICIs are targeting the pathways involving programmed death-1 (PD-1) and cytotoxic T-lymphocyte associated protein 4 (CTLA-4). PD-1, as an crucial immune inhibitory molecule, by and large reasons the immune checkpoint response of T cells, making tumor cells get away from immune surveillance. Programmed cell death ligand-1 (PD-L1) is exceptionally expressed in most cancers cells and approves non-stop activation of the PD-1 pathway in the tumor microenvironment. PD-1/PD-L1 inhibitors can block the combination of PD-1 and PD-L1, inhibit hostile to regulatory signals, and restore the activity of T cells, thereby bettering immune response. The current researchers assume that the efficacy of these drugs is related to PD-L1 expression in tumor tissue, tumor mutation burden (TMB), and other emerging biomarkers. Although malignant tumors can benefit from the immunotherapy of PD-1/PD-L1 inhibitors, formulating a customized medication model and discovering biomarkers that can predict efficacy are the new trend in the new era of malignant tumor immunotherapy. This review summarizes the mechanism of action of PD-1/PD-L1 inhibitors, their clinical outcomes on various malignant tumors, their efficacy biomarkers, as well as predictive markers of irAEs.
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Affiliation(s)
- Wenwen Yang
- Department of Clinical Medicine, The First Clinical Medical College of Lanzhou University, Lanzhou, 730000, Gansu, People's Republic of China
- Department of General Surgery, Gansu Provincial Hospital, Lanzhou, 730000, Gansu, People's Republic of China
| | - Caining Lei
- Department of General Surgery, Gansu Provincial Hospital, Lanzhou, 730000, Gansu, People's Republic of China
- The First Clinical Medicine College, Gansu University of Chinese Medicine, Lanzhou, 730000, Gansu, People's Republic of China
| | - Shaoming Song
- Department of Clinical Medicine, The First Clinical Medical College of Lanzhou University, Lanzhou, 730000, Gansu, People's Republic of China
- Department of General Surgery, Gansu Provincial Hospital, Lanzhou, 730000, Gansu, People's Republic of China
| | - Wutang Jing
- Department of Clinical Medicine, The First Clinical Medical College of Lanzhou University, Lanzhou, 730000, Gansu, People's Republic of China
- Department of General Surgery, Gansu Provincial Hospital, Lanzhou, 730000, Gansu, People's Republic of China
| | - Chuanwei Jin
- Department of General Surgery, Gansu Provincial Hospital, Lanzhou, 730000, Gansu, People's Republic of China
- The First Clinical Medicine College, Gansu University of Chinese Medicine, Lanzhou, 730000, Gansu, People's Republic of China
| | - Shiyi Gong
- Department of General Surgery, Gansu Provincial Hospital, Lanzhou, 730000, Gansu, People's Republic of China
| | - Hongwei Tian
- Department of Clinical Medicine, The First Clinical Medical College of Lanzhou University, Lanzhou, 730000, Gansu, People's Republic of China.
- Department of General Surgery, Gansu Provincial Hospital, Lanzhou, 730000, Gansu, People's Republic of China.
| | - Tiankang Guo
- Department of Clinical Medicine, The First Clinical Medical College of Lanzhou University, Lanzhou, 730000, Gansu, People's Republic of China.
- Department of General Surgery, Gansu Provincial Hospital, Lanzhou, 730000, Gansu, People's Republic of China.
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Pang J, Pan H, Yang C, Meng P, Xie W, Li J, Li Y, Xiao SY. Prognostic Value of Immune-Related Multi-IncRNA Signatures Associated With Tumor Microenvironment in Esophageal Cancer. Front Genet 2021; 12:722601. [PMID: 34659345 PMCID: PMC8516150 DOI: 10.3389/fgene.2021.722601] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Accepted: 09/03/2021] [Indexed: 12/15/2022] Open
Abstract
Esophageal cancer is the eighth most common cancer and the sixth leading cause of cancer death worldwide. Hence, for a better understanding of tumor microenvironment and to seek for novel molecular targets for esophageal cancer, we performed related studies on two histopathological subtypes of esophageal cancer: esophageal squamous cell carcinoma (ESCC) and esophageal adenocarcinoma (EAC). Bioinformatic analyses were conducted based on the RNA-seq, genomic mutation, and clinical data from TCGA and GEO cohorts. We clustered patients into high-immunity and low-immunity groups through the ssGSEA results. The ESTIMATE algorithm was used to evaluate the tumor microenvironment. Patients with high immunity in both ESCC and EAC had lower tumor purity and poor survival. Subsequently, CIBERSORT was performed to learn about the detailed difference of tumor-infiltrating lymphocytes (TILs) between high- and low-immunity patients. Specific increase of M2 macrophages and decrease of activated dendric cells can be observed in ESCC and EAC, respectively. The most enriched functions and pathways of high-immunity patients were immunoglobulin complex, MHC class II protein complex, and allograft rejection according to the GO terms and KEGG. Two prognostic immune-related multi-lncRNA risk models were constructed and validated by ROC curve and PCA in ESCC and EAC. High-risk patients in both subtypes had poor survival, advanced clinical characteristics, and higher drug susceptibility except cisplatin and sorafenib. In addition, the tumor mutation burden (TMB) was positively correlated with the risk level in the ESCC and EAC and showed distinct differences between the two subtypes. In summary, we comprehensively analyzed the tumor microenvironment for two subtypes of esophageal cancer, identified two multi-lncRNA signatures predictive for the prognosis, and explored the possibility of the signatures to forecast drug susceptibility as well as TMB for the first time. The findings may serve as a conceptual basis for innovative strategy of individualized immunotherapy for esophageal cancer.
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Affiliation(s)
- Jingjing Pang
- Department of Pathology, Wuhan University Center for Pathology and Molecular Diagnostics, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - He Pan
- Department of Pathology, Wuhan University Center for Pathology and Molecular Diagnostics, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Chunxiu Yang
- Department of Pathology, Wuhan University Center for Pathology and Molecular Diagnostics, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Pei Meng
- Department of Pathology, Wuhan University Center for Pathology and Molecular Diagnostics, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Wen Xie
- Department of Pathology, Wuhan University Center for Pathology and Molecular Diagnostics, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Jiahao Li
- Department of Pathology, Wuhan University Center for Pathology and Molecular Diagnostics, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Yueying Li
- Department of Pathology, Wuhan University Center for Pathology and Molecular Diagnostics, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Shu-Yuan Xiao
- Department of Pathology, Wuhan University Center for Pathology and Molecular Diagnostics, Zhongnan Hospital of Wuhan University, Wuhan, China.,Department of Pathology, University of Chicago Medicine, Chicago, IL, United States
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Teng MM, Chen SY, Yang B, Wang Y, Han RY, An MN, Dong YL, You HS. Determining the optimal PD-1/PD-L1 inhibitors for the first-line treatment of non-small-cell lung cancer with high-level PD-L1 expression in China. Cancer Med 2021; 10:6344-6353. [PMID: 34382361 PMCID: PMC8446572 DOI: 10.1002/cam4.4191] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Revised: 06/25/2021] [Accepted: 07/10/2021] [Indexed: 12/19/2022] Open
Abstract
Background and Objective The programmed death 1 and ligand (PD‐1/PD‐L1) inhibitors have significantly altered therapeutic perspectives on non‐small‐cell lung cancer (NSCLC). However, their efficacy and safety are unknown since direct clinical trials have not yet been performed on them. It is also necessary to determine the economics of PD‐1/PD‐L1 inhibitors due to their high cost. The aim was to evaluate the efficacy, safety, and cost‐effectiveness of PD‐1/PD‐L1 inhibitor monotherapy for advanced NSCLC patients in China with high PD‐L1 expression as first‐line treatment. Methods From the PubMed, Cochrane, and Web of Science databases, we retrieved survival, progression, and safety data on PD‐1/PD‐L1 inhibitor monotherapy for advanced NSCLC patients. A network meta‐analysis (NMA) was performed to consider PD‐1/PD‐L1 inhibitors in efficacy and safety. A Markov model with a full‐lifetime horizon was adopted. Clinical and utility data were collected through the trial. The cost per quality‐adjusted life year (QALY) was as incremental cost‐effectiveness ratio (ICER). Sensitivity analyses were performed. Results This study included five phase III clinical trials using four drugs: nivolumab, pembrolizumab, atezolizumab, and durvalumab. The NMA demonstrated that the four drugs had similar efficacy and safety, while pembrolizumab and atezolizumab were better for than for nivolumab (hazard ratio (HR) = 0.66, 95% confidence intervals (CIs): 0.46–0.95 and HR = 0.59, 95%CI: 0.37–0.94) in progression‐free survival (PFS), and the risk of a severe adverse event was higher for atezolizumab than for nivolumab and pembrolizumab. Compared with nivolumab, durvalumab, pembrolizumab, and atezolizumab had QALY of 0.19, 0.38, and 0.53, respectively, which induced ICERs of $ 197,028.8/QALY, $ 111,859.0/QALY, and $ 76,182.3/QALY, respectively. Conclusion The efficacy and safety are similar among types of PD‐1/PD‐L1‐inhibitor monotherapy. The cost‐effectiveness of nivolumab appears optimal, but the other PD‐1/PD‐L1 inhibitors are not as cost‐effective for the first‐line treatment of advanced NSCLC in China.
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Affiliation(s)
- Meng-Meng Teng
- Department of Pharmacy, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Si-Ying Chen
- Department of Pharmacy, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Bo Yang
- Department of Pharmacy, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Yan Wang
- Department of Pharmacy, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Rui-Ying Han
- Department of Pharmacy, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Meng-Na An
- Department of Pharmacy, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Ya-Lin Dong
- Department of Pharmacy, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Hai-Sheng You
- Department of Pharmacy, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
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Wang L, Peng Y, Zeng X, Peng L, Li S, Qin S, Wan X, Tan C. Cost-Effectiveness Analysis of Cemiplimab Versus Chemotherapy as First-Line Treatment in Advanced NSCLC with PD-L1 Expression Levels of at Least 50. Adv Ther 2021; 38:4354-4365. [PMID: 34241780 DOI: 10.1007/s12325-021-01828-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Accepted: 06/10/2021] [Indexed: 01/22/2023]
Abstract
INTRODUCTION Cemiplimab may significantly increase overall survival in the first-line treatment of advanced non-small cell lung cancer (NSCLC) with a PD-L1 level of at least 50%. Therefore, there is a need to consider the cost-effectiveness of using this therapy for this indication. METHODS This Markov model was built to estimate the cost and effectiveness of cemiplimab vs. chemotherapy in the first-line treatment of advanced NSCLC based on the data from the EMPOWER-Lung 1 trial. Life-years (LYs), quality-adjusted LYs (QALYs) and lifetime costs were estimated. One-way and probabilistic sensitivity analyses were performed to evaluate the model uncertainty. Additional subgroup analyses were performed. RESULTS Treatment of advanced NSCLC with cemiplimab added 0.546 QALYs (1.492 LYs) and resulted in an incremental cost of $22,069.804 compared with chemotherapy, which was associated with an incremental cost-effectiveness ratio of $40,390.412 per QALY gained. The results of one-way sensitivity analysis found that the cost of cemiplimab was the most sensitive factor in our study. The probabilistic sensitivity analysis showed that the probability of cemiplimab being cost-effective was 100%. The subgroup analysis demonstrated that high PD-L1 expression (≥ 90%, > 60 to < 90% and ≥ 50 to ≤ 60%) also kept the incremental cost-effectiveness stable at $63,415.2450 per QALY, $61,896.446 per QALY and $-71,921.259 per QALY. CONCLUSION From the perspective of US payers, cemiplimab is cost-effective in the first-line treatment of advanced NSCLC at the willingness-to-pay threshold of $150,000 per QALY.
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Affiliation(s)
- Liting Wang
- Department of Pharmacy, The Second Xiangya Hospital of Central South University, No. 139 Renmin Middle Road, Changsha, 410011, Hunan, China
| | - Ye Peng
- Department of Pharmacy, The Second Xiangya Hospital of Central South University, No. 139 Renmin Middle Road, Changsha, 410011, Hunan, China
| | - Xiaohui Zeng
- PET-CT Center, The Second Xiangya Hospital of Central South University, Changsha, 410011, Hunan, China
| | - Liubao Peng
- Department of Pharmacy, The Second Xiangya Hospital of Central South University, No. 139 Renmin Middle Road, Changsha, 410011, Hunan, China
| | - Sini Li
- Department of Pharmacy, The Second Xiangya Hospital of Central South University, No. 139 Renmin Middle Road, Changsha, 410011, Hunan, China
| | - Shuxia Qin
- Department of Pharmacy, The Second Xiangya Hospital of Central South University, No. 139 Renmin Middle Road, Changsha, 410011, Hunan, China
| | - Xiaomin Wan
- Department of Pharmacy, The Second Xiangya Hospital of Central South University, No. 139 Renmin Middle Road, Changsha, 410011, Hunan, China
| | - Chongqing Tan
- Department of Pharmacy, The Second Xiangya Hospital of Central South University, No. 139 Renmin Middle Road, Changsha, 410011, Hunan, China.
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Hao X, Shen A, Wu B. Cost-Effectiveness of Nivolumab Plus Ipilimumab as First-Line Therapy in Advanced Non-small-cell Lung Cancer. Front Pharmacol 2021; 12:573852. [PMID: 34290602 PMCID: PMC8287729 DOI: 10.3389/fphar.2021.573852] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2021] [Accepted: 06/22/2021] [Indexed: 12/22/2022] Open
Abstract
Purpose: The effectiveness of nivolumab plus ipilimumab for advanced non-small cell lung cancer (NSCLC) has been demonstrated. Decisions have to be made about allocating healthcare resources. Economic evidence could support policy decisions to fund expensive interventions. The current analysis evaluated the cost-effectiveness of nivolumab plus ipilimumab in advanced NSCLC harboring no EGFR or ALK mutations. It is set in the context of the US and China, representing developed and resource-constrained settings, respectively. Patients and Methods: A Markov model consisting of three discrete health states was used to assess the cost-effectiveness of nivolumab plus ipilimumab vs. chemotherapy. The key clinical data were derived from the CheckMate-227 trial, and the cost and health preference data were derived from the literature. Costs, quality-adjusted life-years (QALYs), incremental cost-effectiveness ratios (ICERs) and incremental net health benefits (INHBs) were calculated for the two strategies. Subgroup, one-way and probabilistic sensitivity analyses were performed. Results: In the United States, nivolumab plus ipilimumab increased by 1.260 QALYs with an additional cost of $95,617 compared with the features of chemotherapy, which led to an ICER of $75,871 per QALY gained. INHB indicated that nivolumab plus ipilimumab treatment had a 99% probability of being cost-effective at the ICER threshold of $100,000/QALY in all subgroups. The results of sensitivity analyses revealed that the model outcomes were robust. In China, the ICER of nivolumab plus ipilimumab vs. chemotherapy was $59,773/QALY, and the INHB was -1.972 QALY at the threshold of $27,351/QALY. Conclusion: Nivolumab plus ipilimumab treatment is a cost-effective option compared with chemotherapy for patients with advanced NSCLC harboring no EGFR or ALK mutations in the United States. However, nivolumab plus ipilimumab is not a preferred option in China.
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Affiliation(s)
- Xuezhi Hao
- Department of Medical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, China
| | - Aizong Shen
- Department of Pharmacy, The First Affiliated Hospital of University of Science and Technology of China, Hefei, China
| | - Bin Wu
- Medical Decision and Economic Group, Department of Pharmacy, Ren Ji Hospital, South Campus, School of Medicine, Shanghai Jiaotong University, Shanghai, China
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Courtney PT, Yip AT, Cherry DR, Salans MA, Kumar A, Murphy JD. Cost-effectiveness of Nivolumab-Ipilimumab Combination Therapy for the Treatment of Advanced Non-Small Cell Lung Cancer. JAMA Netw Open 2021; 4:e218787. [PMID: 33938936 PMCID: PMC8094011 DOI: 10.1001/jamanetworkopen.2021.8787] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
IMPORTANCE Treatment with nivolumab-ipilimumab combination therapy was found to improve overall survival compared with chemotherapy among patients with advanced non-small cell lung cancer (NSCLC) in the CheckMate 227 clinical trial. However, these drugs are substantially more expensive than chemotherapy and, given the high incidence of advanced NSCLC, the incorporation of dual immune checkpoint inhibitors into the standard of care could have substantial economic consequences. OBJECTIVE To assess whether nivolumab-ipilimumab combination therapy is a cost-effective first-line treatment for patients with advanced NSCLC. DESIGN, SETTING, AND PARTICIPANTS This economic evaluation designed a Markov model to compare the cost-effectiveness of nivolumab-ipilimumab combination therapy with platinum-doublet chemotherapy as first-line treatment for patients with advanced NSCLC. The Markov model was created to simulate patients with advanced NSCLC who were receiving either nivolumab-ipilimumab combination therapy or platinum-doublet chemotherapy. Transition probabilities, including disease progression, survival, and treatment toxic effects, were derived using data from the CheckMate 227 clinical trial. Costs and health utilities were obtained from published literature. Data analyses were conducted from November 2019 to September 2020. EXPOSURES Nivolumab-ipilimumab combination therapy. MAIN OUTCOMES AND MEASURES The primary study outcomes were quality-adjusted life-years (QALYs) and cost in 2020 US dollars. Cost-effectiveness was measured using an incremental cost-effectiveness ratio (ICER), with an ICER less than $100 000 per QALY considered cost-effective. Model uncertainty was assessed with 1-way and probabilistic sensitivity analyses. RESULTS Treatment with nivolumab-ipilimumab combination therapy was associated with an increase in overall cost of $201 900 and improved effectiveness of 0.50 QALYs compared with chemotherapy, yielding an ICER of $401 700 per QALY. The study model was sensitive to the cost and duration of immunotherapy. Treatment with nivolumab-ipilimumab combination therapy became cost-effective when monthly treatment costs were reduced from $26 425 to $5058 (80.9% reduction) or when the maximum duration of immunotherapy was reduced from 24.0 months to 1.4 months. The model was not sensitive to assumptions about survival or programmed cell death 1 ligand 1 status. A probabilistic sensitivity analysis indicated that, at a willingness-to-pay threshold of $100 000 per QALY, nivolumab-ipilimumab combination therapy was less cost-effective than chemotherapy 99.9% of the time. CONCLUSIONS AND RELEVANCE In this study, first-line treatment with nivolumab-ipilimumab combination therapy was not found to be cost-effective at current prices despite clinical trial data indicating that this regimen increases overall survival among patients with advanced NSCLC.
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Affiliation(s)
- P. Travis Courtney
- University of California, San Diego School of Medicine, La Jolla
- Department of Radiation Medicine and Applied Sciences, University of California, San Diego, La Jolla
| | - Anthony T. Yip
- University of California, San Diego School of Medicine, La Jolla
- Department of Radiation Medicine and Applied Sciences, University of California, San Diego, La Jolla
| | - Daniel R. Cherry
- University of California, San Diego School of Medicine, La Jolla
- Department of Radiation Medicine and Applied Sciences, University of California, San Diego, La Jolla
| | - Mia A. Salans
- University of California, San Diego School of Medicine, La Jolla
- Department of Radiation Medicine and Applied Sciences, University of California, San Diego, La Jolla
| | - Abhishek Kumar
- University of California, San Diego School of Medicine, La Jolla
- Department of Radiation Medicine and Applied Sciences, University of California, San Diego, La Jolla
| | - James D. Murphy
- University of California, San Diego School of Medicine, La Jolla
- Department of Radiation Medicine and Applied Sciences, University of California, San Diego, La Jolla
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