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Shuai L, Zhou C, Zhou J, Hu H, Lai Y, Fan L, Du W, Li M. Application of Discrete Event Simulation Models for COPD Management: A Systematic Review. Int J Chron Obstruct Pulmon Dis 2025; 20:685-698. [PMID: 40092318 PMCID: PMC11910922 DOI: 10.2147/copd.s501054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2024] [Accepted: 02/01/2025] [Indexed: 03/19/2025] Open
Abstract
Background This systematic review aims to comprehensively assess the current application of discrete event simulation (DES) models in managing chronic obstructive pulmonary disease (COPD). By synthesizing and analyzing multiple studies, we incorporate the latest evidence, evaluate research quality, identify gaps, and provide recommendations for the future application of DES in COPD management. Methods We systematically searched six electronic databases including PubMed, Web of Science, Embase, Cochrane, Econlit, and China National Knowledge Infrastructure (CNKI) for articles published up to August 22, 2024. Reference lists of the included articles were also manually checked. Depending on the study type, we assessed quality using either the Consolidated Health Economic Evaluation Reporting Standards (CHEERS) 2022 checklist or the International Society for Pharmacoeconomics and Outcomes Research (ISPOR) Practice Guidelines. Results Out of the 273 records identified, nine studies met the inclusion criteria. All of these studies focused on health economic evaluations using DES in COPD management, and were conducted in high-income countries. The studies were divided into three groups based on the modeling systems they used: cost-effectiveness analyses of different pharmacological treatments (n=3), economic evaluations of case detection strategies (n=3), and assessments of various interventions on COPD healthcare services (n=3). All studies reported model validation methods (n=9); however, only two studies performed subgroup analysis. Conclusion This review highlights the current use of DES in COPD management and suggests avenues for future research and resource allocation to enhance the effectiveness of COPD interventions.
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Affiliation(s)
- Liu Shuai
- School of Public Health, Southeast University, Nanjing, People’s Republic of China
| | - Chunni Zhou
- School of Public Health, Southeast University, Nanjing, People’s Republic of China
| | - Jinyi Zhou
- Department of Non-Communicable Chronic Disease Control, Jiangsu Provincial Center for Disease Control and Prevention, Nanjing, People’s Republic of China
| | - Hao Hu
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao, People’s Republic of China
| | - Yunfeng Lai
- School of Public Health and Management, Guangzhou University of Chinese Medicine, Guangzhou, People’s Republic of China
| | - Lijun Fan
- School of Public Health, Southeast University, Nanjing, People’s Republic of China
| | - Wei Du
- School of Public Health, Southeast University, Nanjing, People’s Republic of China
| | - Meng Li
- School of Public Health, Southeast University, Nanjing, People’s Republic of China
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Shields GE, Clarkson P, Bullement A, Stevens W, Wilberforce M, Farragher T, Verma A, Davies LM. Advances in Addressing Patient Heterogeneity in Economic Evaluation: A Review of the Methods Literature. PHARMACOECONOMICS 2024; 42:737-749. [PMID: 38676871 DOI: 10.1007/s40273-024-01377-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 03/21/2024] [Indexed: 04/29/2024]
Abstract
Cost-effectiveness analyses commonly use population or sample averages, which can mask key differences across subgroups and may lead to suboptimal resource allocation. Despite there being several new methods developed over the last decade, there is no recent summary of what methods are available to researchers. This review sought to identify advances in methods for addressing patient heterogeneity in economic evaluations and to provide an overview of these methods. A literature search was conducted using the Econlit, Embase and MEDLINE databases to identify studies published after 2011 (date of a previous review on this topic). Eligible studies needed to have an explicit methodological focus, related to how patient heterogeneity can be accounted for within a full economic evaluation. Sixteen studies were included in the review. Methodologies were varied and included regression techniques, model design and value of information analysis. Recent publications have applied methodologies more commonly used in other fields, such as machine learning and causal forests. Commonly noted challenges associated with considering patient heterogeneity included data availability (e.g., sample size), statistical issues (e.g., risk of false positives) and practical factors (e.g., computation time). A range of methods are available to address patient heterogeneity in economic evaluation, with relevant methods differing according to research question, scope of the economic evaluation and data availability. Researchers need to be aware of the challenges associated with addressing patient heterogeneity (e.g., data availability) to ensure findings are meaningful and robust. Future research is needed to assess whether and how methods are being applied in practice.
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Affiliation(s)
- Gemma E Shields
- Manchester Centre for Health Economics, Division of Population Health, Health Services Research, and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, Manchester Centre for Health Economics, University of Manchester, Manchester, UK.
| | - Paul Clarkson
- Social Care and Society, Division of Population Health, Health Services Research, and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - Ash Bullement
- Delta Hat Ltd, Nottingham, UK
- Sheffield Centre for Health and Related Research, University of Sheffield, Sheffield, UK
| | | | - Mark Wilberforce
- Social Policy Research Unit, Department of Social Policy and Social Work, University of York, York, UK
| | - Tracey Farragher
- Centre for Biostatistics, Division of Population Health, Health Services Research, and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - Arpana Verma
- The Epidemiology and Public Health Group (EPHG), Division of Population Health, Health Services Research, and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
- Manchester Academic Health Science Centre, University of Manchester, Manchester, UK
| | - Linda M Davies
- Manchester Centre for Health Economics, Division of Population Health, Health Services Research, and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, Manchester Centre for Health Economics, University of Manchester, Manchester, UK
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Prada BS, Jadhav U, Ghewade B, Wagh P, Karnan A, Ledwani A. Comparing Glycopyrronium/Formoterol Combination Therapy With Monotherapy in Moderate-to-Severe Chronic Obstructive Pulmonary Disease (COPD): A Narrative Review. Cureus 2024; 16:e58633. [PMID: 38770495 PMCID: PMC11103448 DOI: 10.7759/cureus.58633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Accepted: 04/20/2024] [Indexed: 05/22/2024] Open
Abstract
Chronic obstructive pulmonary disease (COPD) imposes a significant burden on individuals and healthcare systems globally. While bronchodilators, such as glycopyrronium and formoterol, are cornerstone therapies for COPD management, combining these agents has gained attention for potentially improving outcomes compared to monotherapy. This comprehensive review aims to assess the efficacy and safety of glycopyrronium/formoterol (GFF) combination therapy versus glycopyrronium monotherapy in patients with moderate-to-severe COPD. Through a systematic evaluation of clinical trials and real-world evidence, we analyze the impact of combination therapy on lung function, symptom control, exacerbation rates, and health-related quality of life (HRQoL). Furthermore, we examine the safety profile of combination therapy, including adverse cardiovascular and respiratory events. Comparative analyses with glycopyrronium monotherapy provide insights into the relative benefits and considerations for treatment selection. Factors influencing treatment choice and future directions in COPD management are also discussed. This review underscores the potential of combination therapy in optimizing COPD treatment outcomes and highlights areas for further research and clinical practice refinement.
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Affiliation(s)
- Bollineni S Prada
- Respiratory Medicine, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Ulhas Jadhav
- Respiratory Medicine, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Babaji Ghewade
- Respiratory Medicine, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Pankaj Wagh
- Respiratory Medicine, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Ashwin Karnan
- Respiratory Medicine, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Anjana Ledwani
- Respiratory Medicine, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
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Matera MG, Rinaldi B, Belardo C, Cazzola M. Pharmacotherapy of LAMA/LABA inhaled therapy combinations for chronic obstructive pulmonary disease: a clinical overview. Expert Rev Clin Pharmacol 2022; 15:1269-1281. [DOI: 10.1080/17512433.2022.2134113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Maria Gabriella Matera
- Unit of Pharmacology, Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Naples, Italy
| | - Barbara Rinaldi
- Unit of Pharmacology, Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Naples, Italy
| | - Carmela Belardo
- Unit of Pharmacology, Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Naples, Italy
| | - Mario Cazzola
- Unit of Respiratory Medicine, Department of Experimental Medicine, University of Rome “Tor Vergata”, Rome, Italy
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Spielmanns M, Schildge S, Diedrich JP, Valipour A. Therapeutic Success in Swiss COPD Patients Receiving Dual Bronchodilation Therapy as COPD Maintenance Treatment. Clin Pract 2022; 12:46-56. [PMID: 35076494 PMCID: PMC8788262 DOI: 10.3390/clinpract12010006] [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: 11/09/2021] [Revised: 12/15/2021] [Accepted: 01/05/2022] [Indexed: 11/23/2022] Open
Abstract
Health-related quality of life (HRQoL) in patients with moderate to severe chronic obstructive pulmonary disease (COPD) is often reduced by high symptom burden and frequent exacerbations. So far, data on therapeutic success in Swiss COPD patients receiving dual bronchodilation therapy as COPD maintenance treatment are limited. Data from a recently published, non-interventional study on clinical benefit after the start of combined tiotropium-olodaterol treatment were analyzed focusing on Swiss patients compared to the overall cohort including patients from various European countries. Demographic data on the changes in Clinical COPD Questionnaire (CCQ) for the assessment of HRQoL in correlation to symptoms and the number of exacerbations, as well as physician's global assessment (PGE), were evaluated 6 weeks after treatment start. In Switzerland (n = 61), significantly more patients had comorbidities and exacerbations but showed less symptoms compared to the overall cohort (n = 4639). HRQoL improved in both cohorts, with a negative correlation to symptom burden and number of exacerbations in the overall cohort. PGE scores improved after 6 weeks with a better general condition at baseline in Swiss patients (PGE score 4/5: 68.9% [Swiss cohort] vs. 49.0% [overall cohort]. Despite significant differences regarding the presence of symptoms and exacerbations, therapeutic success was similar in both patient groups. Highly symptomatic patients benefited mostly from tiotropium-olodaterol treatment.
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Affiliation(s)
- Marc Spielmanns
- Pulmonary Medicine, Zuercher RehaZentren Klinik Wald, 8636 Wald, Switzerland
- Department of Pneumology, Faculty of Health, University of Witten/Herdecke, 58455 Witten, Germany
| | - Sebastian Schildge
- Medical Affairs, Boehringer Ingelheim, 4002 Basel, Switzerland; (S.S.); (J.P.D.)
| | - Jens Peter Diedrich
- Medical Affairs, Boehringer Ingelheim, 4002 Basel, Switzerland; (S.S.); (J.P.D.)
| | - Arschang Valipour
- Department of Respiratory and Critical Care Medicine, Karl-Landsteiner-Institute for Lung Research and Pulmonary Oncology, Klinik Floridsdorf, 1210 Vienna, Austria;
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Wang L, Gu W, Zhang X, Fu S, Zhang D, Guan X, Li H, Ma A. How the cost-effectiveness results change in the China health policy environment: an economic evaluation of glycopyrrolate/formoterol for the treatment of COPD. J Med Econ 2022; 25:356-366. [PMID: 35184671 DOI: 10.1080/13696998.2022.2043633] [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: 10/19/2022]
Abstract
OBJECTIVE To investigate the cost-effectiveness of glycopyrrolate/formoterol compared with tiotropium bromide for the treatment of moderate-to-severe COPD in China and discuss the influence of healthcare policies on the economic evaluation. METHODS A Markov model with seven disease states was built to evaluate the lifetime cost-effectiveness of glycopyrrolate/formoterol from the perspective of the Chinese healthcare sector. Drug prices both before and after the negotiation were applied to discuss the influence on the economic evaluation results. Exacerbation and adverse event were included in each cycle. The improvement of forced expiratory volume in 1 second (FEV1) and incidence rate of exacerbation were derived from pooled PINNACLE analysis. Mortality rates from Chinese life tables were adjusted using hazard ratios. Direct medical costs were modeled in accordance with the perspective chosen. Health resource utilization were derived from previous studies and expert's opinions. Life-years gained, quality-adjusted life years (QALYs), and incidence of exacerbation were simulated as the health outcomes. One-way sensitivity analysis and probability analysis were conducted to explore the robustness of the base case results. Several scenario analyses were also designed. RESULTS Glycopyrrolate/formoterol generated an additional 0.0063 LYs and 0.0032 QALYs with lower lifetime costs compared with tiotropium (CNY 27,854 vs. CNY 33,189) and was proved to be the dominant strategy in the base case analysis. The one-way sensitivity analysis confirmed the robustness of the base case results. The probabilities of glycopyrrolate/formoterol being cost-effective were 96.5, 95.7, and 93.0% when CNY 72,000 (1 time GDP per capital), CNY 108,000, and CNY 216,000 were used as thresholds, respectively. Compared with the scenario where price before negotiation was used, the cost-effectiveness based on current price was significantly increased. CONCLUSION Glycopyrrolate/formoterol was demonstrated to be a clinically and cost-effective treatment for moderate-to-severe COPD in China using the latest price. The negotiation policy could increase the cost-effectiveness and benefit the patients.
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Affiliation(s)
- Luying Wang
- School of International Pharmaceutical Business, China Pharmaceutical University, Nanjing, China
| | - Weili Gu
- The First Affiliated Hospital of Guangzhou Medical University, State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, China
| | - Xiao Zhang
- School of International Pharmaceutical Business, China Pharmaceutical University, Nanjing, China
| | - Shihui Fu
- School of International Pharmaceutical Business, China Pharmaceutical University, Nanjing, China
| | - Donger Zhang
- School of International Pharmaceutical Business, China Pharmaceutical University, Nanjing, China
| | - Xin Guan
- School of International Pharmaceutical Business, China Pharmaceutical University, Nanjing, China
| | - Hongchao Li
- School of International Pharmaceutical Business, China Pharmaceutical University, Nanjing, China
| | - Aixia Ma
- School of International Pharmaceutical Business, China Pharmaceutical University, Nanjing, China
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