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Willis M, Nilsson A, Kellerborg K, Lwin ZMT, Prelaj A. Budget impact models for lung cancer interventions: A systematic literature review. J Manag Care Spec Pharm 2024; 30:1041-1056. [PMID: 39213147 PMCID: PMC11366214 DOI: 10.18553/jmcp.2024.30.9.1041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/04/2024]
Abstract
BACKGROUND Budget impact models (BIMs) forecast the financial implications of adopting new technologies and the potential need for budget reallocation, thus playing a crucial role in reimbursement decisions. Despite the importance of accurate forecasts, studies indicate large discrepancies between estimates and reality. We are developing an artificial intelligence-based clinical decision tool to identify patients with non-small cell lung cancer who are most likely to benefit from immunotherapy. OBJECTIVE To evaluate the budgetary implications and describe a systematic literature review of published lung cancer BIMs. METHODS We searched PubMed and EMBASE for studies published between 2010 and 2023 that include BIMs that describe lung cancer interventions. Forward and backward reference searches were performed for all qualifying studies. We extracted author and publication year, country, interventions, disease stages, time horizon, analytical perspective, modeling methods used, types of costs included, sensitivity analyses conducted, and data sources used. We then evaluated adherence to the Professional Society for Health Economics and Pharmacoeconomics Research best-practice guidelines. RESULTS A total of 25 BIMs were identified, spanning 14 different countries. Model structure could not be ascertained definitively for nearly half of the models. The cost calculator approach was most common among the others. Time horizons ranged from 1 to 5 years, in line with recommendations. Most models compared drugs, 4 compared nondrug interventions, and 7 compared diagnostic technologies. Assumptions about market uptake were poorly documented and poorly motivated. Inclusion of cancer-related costs was rare. Adherence to best practices was variable and did not appear to improve over time. CONCLUSIONS The number of published BIMs for lung cancer exceeded expectations. There were modest trends toward publication frequency and model quality over time. Our analysis revealed variability across the models, as well as their adherence to best practices, indicating substantial room for improvement. Although none of the models were individually suitable for the purpose of evaluating an artificial intelligence-based treatment selection tool, some models provided valuable insights.
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Affiliation(s)
- Michael Willis
- The Swedish Institute for Health Economics, Lund, Sweden
| | | | | | | | - Arsela Prelaj
- Medical Oncology Department 1, Fondazione IRCCS Istituto Nazionale Tumori, Milan, Italy
- Nearlab, Department of Electronics, Information, and Bioengineering, Politecnico di Milano, Italy
- for the ILUNG Project Investigators
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Rapid On-site Evaluation and Final Cytologic Diagnoses Correlation During Endobronchial Ultrasonography. J Bronchology Interv Pulmonol 2021; 29:191-197. [DOI: 10.1097/lbr.0000000000000809] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Accepted: 08/12/2021] [Indexed: 11/26/2022]
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Vakil E, Jackson N, Sainz-Zuñega PV, Molina S, Martinez-Zayas G, Cantor SB, Grosu HB, Casal RF, Ost DE. Optimizing Diagnostic and Staging Pathways for Suspected Lung Cancer: A Decision Analysis. Chest 2021; 160:2304-2323. [PMID: 34256049 DOI: 10.1016/j.chest.2021.06.065] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Revised: 06/02/2021] [Accepted: 06/23/2021] [Indexed: 12/25/2022] Open
Abstract
BACKGROUND The optimal diagnostic and staging strategy for patients with suspected lung cancer is not known. RESEARCH QUESTION What diagnostic and staging strategies are most cost-effective for lung cancer? STUDY DESIGN AND METHODS A decision model was developed by using a hypothetical patient with a high probability of lung cancer. Sixteen unique permutations of bronchoscopy with fluoroscopy, radial endobronchial ultrasound, electromagnetic navigation, convex endobronchial ultrasound with or without rapid-onsite evaluation (ROSE), CT-guided biopsy (CTBx), and surgery were evaluated. Outcomes included cost, complications, mortality, time to complete the evaluation, rate of undetected N2-3 disease at surgery, incremental cost-complication ratio, and willingness-to-pay thresholds. Sensitivity analyses were performed on primary outcomes. RESULTS For a peripheral lung lesion and radiographic N0 disease, the best bronchoscopy strategy costs $1,694 more than the best CTBx strategy but resulted in fewer complications (risk difference, 14%). The additional cost of bronchoscopy to avoid one complication from a CTBx strategy was $12,037. The cost and cumulative complications of bronchoscopy strategies increased compared with CTBx strategies for small lesions. The cost and cumulative complications of bronchoscopy strategies decreased compared with CTBx strategies when a bronchus sign was present, but bronchoscopy remained more costly overall. For a central lesion and/or radiographic N1-3 disease, convex endobronchial ultrasound with ROSE followed by lung biopsy with incremental cost-effectiveness ratio, if required, was more cost-effective than any CTBx strategy across all outcomes. Strategies with ROSE were always more cost-effective than those without, irrespective of scenario. Trade-offs also exist between different bronchoscopy strategies, and optimal choices depend on the value placed on individual outcomes and willingness-to-pay. INTERPRETATION The most cost-effective strategies depend on nodal stage, lesion location, type of peripheral bronchoscopic biopsy, and the use of ROSE. For most clinical scenarios, many strategies can be eliminated, and trade-offs between the remaining competitive strategies can be quantified.
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Affiliation(s)
- Erik Vakil
- Division of Respirology, University of Calgary, Calgary, AB, Canada
| | - Nsikak Jackson
- Department of Health Services Research, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Paula V Sainz-Zuñega
- School of Medicine and Health Sciences, Tecnologico de Monterrey, Monterrey, NL, Mexico
| | - Sofia Molina
- School of Medicine and Health Sciences, Tecnologico de Monterrey, Monterrey, NL, Mexico
| | | | - Scott B Cantor
- Department of Health Services Research, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Horiana B Grosu
- Department of Pulmonary Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Roberto F Casal
- Department of Pulmonary Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - David E Ost
- Department of Pulmonary Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX.
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Tang W, Plank C, Kiepura C, Bunting S, Waugh J, Coates M, Spencer N, Barlow A, Mogal R, Maddox A. Rapid onsite evaluation uses a very small proportion of total material aspirated at endobronchial or endoscopic ultrasound in the investigation of suspected thoracic malignancy. Cytopathology 2021; 32:416-427. [PMID: 33606285 DOI: 10.1111/cyt.12963] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2020] [Revised: 01/02/2021] [Accepted: 01/31/2021] [Indexed: 12/31/2022]
Abstract
INTRODUCTION The objectives were: to measure the proportion of aspirated material used to make direct slides for rapid onsite evaluation (ROSE) at endobronchial (EBUS) and endoscopic ultrasound (EUS) in suspected thoracic malignancy; and to correlate pass weights with ROSE category and needle size. METHOD All EBUS and EUS cases for possible thoracic malignancy October 2018-May 2019 were included. All material from each pass was expelled into a Petri dish. One drop of material was placed on each of two slides; one used for ROSE, the other fixed and remaining material processed to cell block. Dish and slides were weighed before and after this procedure on a sensitive balance and weight of aspirate and slide material calculated. When ROSE identified malignancy, slide production ceased but target sampling for ancillary studies continued. RESULTS ROSE accuracy was 96.8%. Mean percentage by target of aspirated material used to make direct slides for ROSE was 1.9% in malignant cases and 3.6% in non-malignant cases (P = .027 for difference). Mean percentage by pass was 5.9%. Mean weight of a single aspirate was 128.8 mg. Mean weight of aspirates insufficient on ROSE (175.7 mg) was significantly higher than the mean weight of benign or malignant aspirates (117.1 and 114.0 mg, respectively). Mean weight of aspirates using 22G needles (132.6 mg) was significantly higher than that for 25G needles (87.1 mg). CONCLUSION Material made into direct slides at EBUS and EUS and used in part for ROSE uses a tiny proportion of aspirated material with over 98% processed to cell block and available for ancillary testing in malignant cases.
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Affiliation(s)
- Winnie Tang
- Department of Cellular Pathology, West Hertfordshire Hospitals NHS Trust, Hemel Hempstead Hospital, Hemel Hempstead, UK
| | - Claire Plank
- Department of Cellular Pathology, West Hertfordshire Hospitals NHS Trust, Hemel Hempstead Hospital, Hemel Hempstead, UK
| | - Claire Kiepura
- Department of Cellular Pathology, West Hertfordshire Hospitals NHS Trust, Hemel Hempstead Hospital, Hemel Hempstead, UK
| | - Sharon Bunting
- Department of Cellular Pathology, West Hertfordshire Hospitals NHS Trust, Hemel Hempstead Hospital, Hemel Hempstead, UK
| | - Jodie Waugh
- Department of Cellular Pathology, West Hertfordshire Hospitals NHS Trust, Hemel Hempstead Hospital, Hemel Hempstead, UK
| | - Matthew Coates
- Statistical Services and Consultancy Unit, University of Hertfordshire, Hatfield, UK
| | - Neil Spencer
- Statistical Services and Consultancy Unit, University of Hertfordshire, Hatfield, UK
| | - Andrew Barlow
- Department of Respiratory Medicine, West Hertfordshire Hospitals NHS Trust, Watford General Hospital, Watford, UK
| | - Rahul Mogal
- Department of Respiratory Medicine, West Hertfordshire Hospitals NHS Trust, Watford General Hospital, Watford, UK
| | - Anthony Maddox
- Department of Cellular Pathology, West Hertfordshire Hospitals NHS Trust, Hemel Hempstead Hospital, Hemel Hempstead, UK
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Wang J, Zhao Y, Chen Q, Zhang P, Xie W, Feng J, Cao J. Diagnostic value of rapid on-site evaluation during transbronchial biopsy for peripheral lung cancer. Jpn J Clin Oncol 2019; 49:501-505. [PMID: 30855687 DOI: 10.1093/jjco/hyz025] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2018] [Revised: 01/12/2019] [Accepted: 02/08/2019] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND An increasing number of pulmonary lesions-particularly, peripheral lung lesions-are identified with current technological advancements. Notably, the yield of traditional bronchoscopy for the diagnosis of peripheral lung lesions is low. This study evaluated the diagnostic value of rapid on-site evaluation (ROSE) during transbronchial biopsy for peripheral lung cancer. METHODS This study included 641 patients who underwent transbronchial biopsy for suspected lung cancer at the Respiratory Department of Tianjin Medical University General Hospital between January 2012 and December 2016. Based on whether ROSE was used, patients were assigned to the ROSE group (353 patients) or non-ROSE group (288 patients). In the ROSE group, several air-dried smears were processed with Diff-Quik staining; the remaining samples were placed in 10% formalin. Diagnostic yields for central and peripheral lung cancer were compared between the two groups. In addition, ROSE results were compared with final diagnoses. RESULTS Diagnostic yield for peripheral lung cancer, stratified by pathology, was significantly higher in the ROSE group than in the non-ROSE group (42.9% vs. 30.7%, P < 0.05). The sensitivity, specificity, positive predictive value, negative predictive value and diagnostic accuracy of ROSE for peripheral pulmonary lesions were 90.0%, 89.5%, 94.0%, 82.8% and 89.8%, respectively. Conformance was high between ROSE and final pathologic evaluations during transbronchial biopsy (Kappa = 0.780, P = 0.035). There were no procedure-related deaths. CONCLUSIONS ROSE during conventional transbronchial biopsy improves diagnostic yield, stratified by pathology, for patients with peripheral lung cancer via live feedback. Moreover, ROSE diagnosis correlates with final cytopathological diagnosis.
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Affiliation(s)
- Juan Wang
- Respiratory Department of Tianjin Medical University General Hospital, Tianjin, China
| | - Yaping Zhao
- Respiratory Department of Tianjin Medical University General Hospital Airport Hospital, Tianjin, China
| | - Qianqian Chen
- Respiratory Department of Tianjin Medical University General Hospital, Tianjin, China
| | - Peng Zhang
- Respiratory Department of Tianjin Medical University General Hospital, Tianjin, China
| | - Wei Xie
- Respiratory Department of Tianjin Medical University General Hospital, Tianjin, China
| | - Jing Feng
- Respiratory Department of Tianjin Medical University General Hospital, Tianjin, China
| | - Jie Cao
- Respiratory Department of Tianjin Medical University General Hospital, Tianjin, China
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Deng C, Cao X, Wu D, Ding H, You R, Chen Q, Chen L, Zhang X, Zhang Q, Wu Y. Small lung lesions invisible under fluoroscopy are located accurately by three-dimensional localization technique on chest wall surface and performed bronchoscopy procedures to increase diagnostic yields. BMC Pulm Med 2016; 16:166. [PMID: 27894283 PMCID: PMC5126832 DOI: 10.1186/s12890-016-0328-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2016] [Accepted: 11/17/2016] [Indexed: 12/18/2022] Open
Abstract
Background Nowadays, small peripheral pulmonary lesions (PPLs) are frequently detected and the prognosis of lung cancer depends on the early diagnosis. Because of the high fee and requiring specialized training, many advanced techniques are not available in many developing countries and rural districts. Methods Three sets of opaque soft copper wires visible under the fluoroscopy (Flu) in the Flu-flexible bronchoscopy (FB) group (n = 24), which determined the three planes of the lesion, were respectively placed firmly on the surface of the chest wall with adhesive tape on the chest wall. The FB tip was advanced into the bronchus toward the crosspoint of the three perpendicular planes under Flu with careful rotation of a C-arm unit. Then the specimen were harvested focusing around the crosspoint for pathologic diagnosis. The rapid on-site evaluation (ROSE) procedure was also performed. The average Flu time during FB procedures were recorded and diagnostic accuracy rates in the Flu-FB group were compared with the other group guided by radial endobronchial ultrasound (R-EBUS) (n = 23). Results The location of the core point of the lesion, whether it was visible or not under the fluoroscopy could be recognized by three-dimensional localization technique. The accuracy rates of diagnostic yields were 62.5% in the Flu-FB group, and was similar as 65.2% in the R-EBUS group (P > 0.05). However, in the Flu-FB group, there was a decreasing tendency on accurate diagnosis rates of lower lobe (LL) lesions when comparing with non-LL lesions (3/8 = 37.5% vs 12/16 = 75%, P = 0.091) while in the R-EBUS group it was similar (9/12 = 75% vs 6/11 = 54.6%, P = 0.278). In the Flu-FB group, fluoroscopy time was negatively correlated with the lesion length (r = −0.613, P = 0.001), however, there was no significant difference between the lesions invisible or not (5.83 ± 1.45 min vs 7.67 ± 2.02 min, P = 0.116) under the fluoroscopy, as well as no significant difference among SPN, mGGO and GGO (6.12 ± 2.05 min, 7.25 ± 1.33 min and 7.80 ± 2.02 min, P > 0.05). Conclusions Small PPL whether it is visible or not under fluoroscopy can be located accurately by our three-dimensional localization technique on chest wall surface and performed bronchoscopy procedures to increase diagnostic yields. It is more convenient, economical and reliable with the similar diagnostic yields than R-EBUS guided method. Trial registration Current Controlled Trials ChiCTR-DDD-16009715. The date of registration: 3rd Nov, 2016. Retrospectively registered.
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Affiliation(s)
- Chaosheng Deng
- Division of Respiratory and Critical Care Medicine, First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China.
| | - Xiaoming Cao
- Department of Respiratory Disease, First Hospital of Longyan City, 364000, Fujian, China
| | - Dawen Wu
- Division of Respiratory and Critical Care Medicine, First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China
| | - Haibo Ding
- Division of Respiratory and Critical Care Medicine, First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China
| | - Ruixiong You
- Department of Medical Imaging, First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China
| | - Qunlin Chen
- Department of Medical Imaging, First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China
| | - Linying Chen
- Department of Pathology, First Affiliated Hospital, Fujian Medical University, Fuzhou, Fujian Province, China
| | - Xin Zhang
- Division of Respiratory and Critical Care Medicine, First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China
| | - Qiaoxian Zhang
- Division of Respiratory and Critical Care Medicine, First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China
| | - Yongquan Wu
- Department of Respiratory Disease, First Hospital of Longyan City, 364000, Fujian, China
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