1
|
Gottschalk S, König HH, Subtil F, Bonekamp S, Denis A, Aamodt AH, Fuentes B, Gizewski ER, Hill MD, Krajina A, Pierot L, Simonsen CZ, Zeleňák K, Bendszus M, Thomalla G, Dams J. Cost-effectiveness of endovascular thrombectomy for acute ischemic stroke with established large infarct in Germany: a decision tree and Markov model. J Neurointerv Surg 2024:jnis-2024-021837. [PMID: 38906688 DOI: 10.1136/jnis-2024-021837] [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: 04/09/2024] [Accepted: 06/02/2024] [Indexed: 06/23/2024]
Abstract
BACKGROUND Recent studies, including the TENSION trial, support the use of endovascular thrombectomy (EVT) in acute ischemic stroke with large infarct (Alberta Stroke Program Early Computed Tomography Score (ASPECTS) 3-5). OBJECTIVE To evaluate the cost-effectiveness of EVT compared with best medical care (BMC) alone in this population from a German healthcare payer perspective. METHODS A short-term decision tree and a long-term Markov model (lifetime horizon) were used to compare healthcare costs and quality-adjusted life years (QALYs) between EVT and BMC. The effectiveness of EVT was reflected by the 90-day modified Rankin Scale (mRS) outcome from the TENSION trial. QALYs were based on published mRS-specific health utilities (EQ-5D-3L indices). Long-term healthcare costs were calculated based on insurance data. Costs (reported in 2022 euros) and QALYs were discounted by 3% annually. Cost-effectiveness was assessed using incremental cost-effectiveness ratios (ICERs). Deterministic and probabilistic sensitivity analyses were performed to account for parameter uncertainties. RESULTS Compared with BMC, EVT yielded higher lifetime incremental costs (€24 257) and effects (1.41 QALYs), resulting in an ICER of €17 158/QALY. The results were robust to parameter variation in sensitivity analyses (eg, 95% probability of cost-effectiveness was achieved at a willingness to pay of >€22 000/QALY). Subgroup analyses indicated that EVT was cost-effective for all ASPECTS subgroups. CONCLUSIONS EVT for acute ischemic stroke with established large infarct is likely to be cost-effective compared with BMC, assuming that an additional investment of €17 158/QALY is deemed acceptable by the healthcare payer.
Collapse
Affiliation(s)
- Sophie Gottschalk
- Department of Health Economics and Health Services Research, University Medical Center Hamburg-Eppendorf, Hamburg, Hamburg, Germany
- Hamburg Center for Health Economics, Hamburg, Germany
| | - Hans-Helmut König
- Department of Health Economics and Health Services Research, University Medical Center Hamburg-Eppendorf, Hamburg, Hamburg, Germany
- Hamburg Center for Health Economics, Hamburg, Germany
| | - Fabien Subtil
- Service de Biostatistique, Hospices Civils de Lyon, Lyon, France
- Laboratoire de Biométrie et Biologie Évolutive, Université Lyon 1, Villeurbanne, France
| | - Susanne Bonekamp
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Angelique Denis
- Service de Biostatistique, Hospices Civils de Lyon, Lyon, France
- Laboratoire de Biométrie et Biologie Évolutive, Université Lyon 1, Villeurbanne, France
| | - Anne Hege Aamodt
- Department of Neurology, Oslo University Hospital, Oslo, Norway
- The Norwegian University of Science and Technology, Trondheim, Norway
| | - Blanca Fuentes
- Department of Neurology and Stroke Unit, La Paz University Hospital, Madrid, Spain
| | - Elke R Gizewski
- Department of Neuroradiology, Medical University of Innsbruck, Innsbruck, Tirol, Austria
| | - Michael D Hill
- Department of Clinical Neurosciences, Hotchkiss Brain Institute, Health Science Centre, University of Calgary & Foothills Medical Centre, Calgary, Alberta, Canada
| | - Antonin Krajina
- Department of Radiology, Faculty of Medicine in Hradec Kralove, Charles University, Hradec Kralove, Czech Republic
| | - Laurent Pierot
- Department of Neuroradiology, Hôpital Maison-Blanche, Université de Reims Champagne-Ardenne, Reims, France
| | | | - Kamil Zeleňák
- Clinic of Radiology, Jessenius Faculty of Medicine, Comenius University, Martin, Slovakia
| | - Martin Bendszus
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Götz Thomalla
- Department of Neurology, University Medical Center Hamburg-Eppendorf, Hamburg, Hamburg, Germany
| | - Judith Dams
- Department of Health Economics and Health Services Research, University Medical Center Hamburg-Eppendorf, Hamburg, Hamburg, Germany
- Hamburg Center for Health Economics, Hamburg, Germany
| |
Collapse
|
2
|
Morsi RZ, Elfil M, Ghaith HS, Aladawi M, Elmashad A, Kothari S, Desai H, Ghozy S, Prabhakaran S, Amuluru K, Gandhi CD, Kass-Hout T, Al-Mufti F. Endovascular thrombectomy for large ischemic strokes: An updated living systematic review and meta-analysis of randomized clinical trials. J Neurol Sci 2024; 460:123003. [PMID: 38640579 DOI: 10.1016/j.jns.2024.123003] [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: 01/09/2024] [Accepted: 04/07/2024] [Indexed: 04/21/2024]
Abstract
BACKGROUND Recent studies indicate endovascular thrombectomy (EVT) as a safe, effective treatment for acute ischemic stroke (AIS) with large ischemic regions. Our study updates an ongoing living systematic review and meta-analysis of randomized controlled trials (RCTs) comparing outcomes of EVT to medical management only. METHODS We searched MEDLINE, EMBASE, and the Cochrane Library for RCTs comparing EVT to medical management in AIS patients with large ischemic areas. Using fixed-effect models, we conducted a meta-analysis to compare functional independence, mortality, and symptomatic intracranial hemorrhage (sICH) between EVT and standard medical management. We evaluated bias risk with the Cochrane tool and graded the certainty of evidence using the GRADE approach. RESULTS Of 1363 new citations, we included six RCTs with a total of 1876 patients. We found low-certainty evidence of improved functional independence (risk difference [RD] 29.9%, 95% CI 17.2% to 46.9%), increase in sICH (RD 2.6%, 95% CI 0.3% to 6.4%), and a non-significant decrease in mortality (RD -1.8%, 95% CI -3.9% to 0.6%) for AIS patients with large infarcts who underwent EVT compared to medical management only. CONCLUSION Our revised meta-analysis suggests low-certainty evidence that there is improved functional independence, a non-significant decrease in mortality, and an increase in sICH among AIS patients with large infarcts who undergo EVT compared to those receiving medical management alone. SYSTEMATIC REVIEW PROTOCOL REGISTRATION PROSPERO (CRD42023398742).
Collapse
Affiliation(s)
- Rami Z Morsi
- Department of Neurology, University of Chicago, Chicago, IL, USA
| | - Mohamed Elfil
- Department of Neurological Sciences, University of Nebraska Medical Center, Omaha, NE, USA
| | | | | | - Ahmed Elmashad
- Department of Neurology, University of Connecticut, Farmington, CT, USA
| | - Sachin Kothari
- Department of Neurology, University of Chicago, Chicago, IL, USA
| | - Harsh Desai
- Department of Neurology, University of Chicago, Chicago, IL, USA
| | - Sherief Ghozy
- Department of Radiology, Mayo Clinic, Rochester, MN, USA; Department of Neurologic Surgery, Mayo Clinic, Rochester, MN, USA
| | | | - Krishna Amuluru
- Goodman Campbell Brain and Spine, Carmel, IN, USA; Neurointerventional Radiology, Ascension St. Vincent Hospital, Indianapolis, IN, USA
| | - Chirag D Gandhi
- Department of Neurosurgery, Westchester Medical Center, Valhalla, NY, USA
| | - Tareq Kass-Hout
- Department of Neurology, University of Chicago, Chicago, IL, USA.
| | - Fawaz Al-Mufti
- Department of Neurosurgery, Westchester Medical Center, Valhalla, NY, USA.
| |
Collapse
|
3
|
Srinivasu PN, Sirisha U, Sandeep K, Praveen SP, Maguluri LP, Bikku T. An Interpretable Approach with Explainable AI for Heart Stroke Prediction. Diagnostics (Basel) 2024; 14:128. [PMID: 38248005 PMCID: PMC10813874 DOI: 10.3390/diagnostics14020128] [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: 11/13/2023] [Revised: 01/02/2024] [Accepted: 01/04/2024] [Indexed: 01/23/2024] Open
Abstract
Heart strokes are a significant global health concern, profoundly affecting the wellbeing of the population. Many research endeavors have focused on developing predictive models for heart strokes using ML and DL techniques. Nevertheless, prior studies have often failed to bridge the gap between complex ML models and their interpretability in clinical contexts, leaving healthcare professionals hesitant to embrace them for critical decision-making. This research introduces a meticulously designed, effective, and easily interpretable approach for heart stroke prediction, empowered by explainable AI techniques. Our contributions include a meticulously designed model, incorporating pivotal techniques such as resampling, data leakage prevention, feature selection, and emphasizing the model's comprehensibility for healthcare practitioners. This multifaceted approach holds the potential to significantly impact the field of healthcare by offering a reliable and understandable tool for heart stroke prediction. In our research, we harnessed the potential of the Stroke Prediction Dataset, a valuable resource containing 11 distinct attributes. Applying these techniques, including model interpretability measures such as permutation importance and explainability methods like LIME, has achieved impressive results. While permutation importance provides insights into feature importance globally, LIME complements this by offering local and instance-specific explanations. Together, they contribute to a comprehensive understanding of the Artificial Neural Network (ANN) model. The combination of these techniques not only aids in understanding the features that drive overall model performance but also helps in interpreting and validating individual predictions. The ANN model has achieved an outstanding accuracy rate of 95%.
Collapse
Affiliation(s)
- Parvathaneni Naga Srinivasu
- Department of Teleinformatics Engineering, Federal University of Ceará, Fortaleza 60455-970, Brazil
- Department of Computer Science and Engineering, Prasad V Potluri Siddhartha Institute of Technology, Vijayawada 520007, India; (U.S.); (S.P.P.)
| | - Uddagiri Sirisha
- Department of Computer Science and Engineering, Prasad V Potluri Siddhartha Institute of Technology, Vijayawada 520007, India; (U.S.); (S.P.P.)
| | - Kotte Sandeep
- Department of Information Technology, Dhanekula Institute of Engineering & Technology, Vijayawada 521139, India;
| | - S. Phani Praveen
- Department of Computer Science and Engineering, Prasad V Potluri Siddhartha Institute of Technology, Vijayawada 520007, India; (U.S.); (S.P.P.)
| | - Lakshmana Phaneendra Maguluri
- Department of Computer Science and Engineering, Koneru Lakshmaiah Education Foundation, Vaddeswaram, Guntur 522302, India;
| | - Thulasi Bikku
- Computer Science and Engineering, Amrita School of Computing Amaravati, Amrita Vishwa Vidyapeetham, Amaravati 522503, India;
| |
Collapse
|
4
|
Egashira S, Shin JH, Yoshimura S, Koga M, Ihara M, Kimura N, Toda T, Imanaka Y. Cost-effectiveness of endovascular therapy for acute stroke with a large ischemic region in Japan: impact of the Alberta Stroke Program Early CT Score on cost-effectiveness. J Neurointerv Surg 2023:jnis-2023-021068. [PMID: 38124199 DOI: 10.1136/jnis-2023-021068] [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: 09/26/2023] [Accepted: 11/17/2023] [Indexed: 12/23/2023]
Abstract
BACKGROUND Although randomized clinical trials (RCTs) demonstrated short-term benefits of endovascular therapy (EVT) for acute ischemic stroke (AIS) with a large ischemic region, little is known about the long-term cost-effectiveness or its difference by the extent of the ischemic areas. We aimed to assess the cost-effectiveness of EVT for AIS involving a large ischemic region from the perspective of Japanese health insurance payers, and analyze it using the Alberta Stroke Program Early CT Score (ASPECTS). METHODS The Recovery by Endovascular Salvage for Cerebral Ultra-acute Embolism-Japan Large Ischemic Core Trial (RESCUE-Japan LIMIT) was a RCT enrolling AIS patients with ASPECTS of 3-5 initially determined by the treating neurologist primarily using MRI. The hypothetical cohort and treatment efficacy were derived from the RESCUE-Japan LIMIT. Costs were calculated using the national health insurance tariff. We stratified the cohort into two subgroups based on ASPECTS of ≤3 and 4-5 as determined by the imaging committee, because heterogeneity was observed in treatment efficacy. EVT was considered cost-effective if the incremental cost-effectiveness ratio (ICER) was below the willingness-to-pay of 5 000 000 Japanese yen (JPY)/quality-adjusted life year (QALY). RESULTS EVT was cost-effective among the RESCUE-Japan LIMIT population (ICER 4 826 911 JPY/QALY). The ICER among those with ASPECTS of ≤3 and 4-5 was 19 396 253 and 561 582 JPY/QALY, respectively. CONCLUSION EVT was cost-effective for patients with AIS involving a large ischemic region with ASPECTS of 3-5 initially determined by the treating neurologist in Japan. However, the ICER was over 5 000 000 JPY/QALY among those with an ASPECTS of ≤3 as determined by the imaging committee.
Collapse
Affiliation(s)
- Shuhei Egashira
- Department of Healthcare Economics and Quality Management, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Jung-Ho Shin
- Department of Healthcare Economics and Quality Management, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Sohei Yoshimura
- Department of Cerebrovascular Medicine, National Cerebral and Cardiovascular Center, Suita, Osaka, Japan
| | - Masatoshi Koga
- Department of Cerebrovascular Medicine, National Cerebral and Cardiovascular Center, Suita, Osaka, Japan
| | - Masafumi Ihara
- Department of Neurology, National Cerebral and Cardiovascular Center, Suita, Osaka, Japan
| | - Naoto Kimura
- Department of Neurosurgery, Iwate Prefectural Central Hospital, Morioka, Iwate, Japan
| | - Tatsushi Toda
- Department of Neurology, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
| | - Yuichi Imanaka
- Department of Healthcare Economics and Quality Management, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| |
Collapse
|
5
|
Xia H, Yang Q, Wang Q, Jia J, Liu X, Meng S. Economic evaluation of stent retrievers in basilar artery occlusion: An analysis from Chinese healthcare system perspective. PLoS One 2023; 18:e0294929. [PMID: 38033030 PMCID: PMC10688905 DOI: 10.1371/journal.pone.0294929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 11/11/2023] [Indexed: 12/02/2023] Open
Abstract
PURPOSE This study aimed to investigate the cost-effectiveness of stent retriever (SR) versus best medical management (BMM) in patients with basilar artery occlusion (BAO) in China. METHODS We used a two-step approach to compare the cost-effectiveness of SR plus BMM with that of BMM alone over 20 years. A decision tree was initially constructed for the first 3 months, followed by a Markov model for the subsequent period. Collected data on clinical aspects were extracted from the BAOCHE investigation, while costs-related information was sourced from previously published research. The key metric for evaluating the primary outcome was the incremental cost-effectiveness ratio (ICER), achieved $/QALY. The threshold for identifying SR as highly cost-effective was set at an ICER below $12,551/QALY, SR was deemed cost-effective if the ICER ranged from $12,551 to $37,654 per QALY. Uncertainty was addressed using scenario, one-way sensitivity, and probabilistic sensitivity analyses (PSA). FINDINGS For Chinese patients with BAO, the 20-year cost per patient was $8678 with BMM alone and $21,988 for SR plus BMM. Effectiveness was 1.45 QALY for BMM alone, and 2.77 QALY for SR plus BMM. The ICER of SR + BMM versus BMM alone was $10,050 per QALY. The scenario and one-way sensitivity analyses revealed that in certain situations the ICER could exceed $12,551 per QALY, but remain below $37,654 per QALY. Results from the PSA suggested that SR was likely to be cost-effective for Chinese patients with BAO, with a probability exceeding 98% when considering a willingness-to-pay (WTP) threshold of $12,551 per QALY. IMPLICATIONS Our study indicates that SR is an intervention option that is highly likely to be cost-effective for Chinese patients with BAO, with a probability of over 98% under the current WTP threshold of $12,551 per QALY.
Collapse
Affiliation(s)
- Hailong Xia
- Department of Neurosurgery, Chongqing Red Cross Hospital(Jiangbei District People’s Hospital), Chongqing, China
| | - Qi Yang
- Department of Cardiology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Qibo Wang
- Department of Neurosurgery, Chongqing Red Cross Hospital(Jiangbei District People’s Hospital), Chongqing, China
| | - Jielin Jia
- Department of Neurosurgery, Chongqing Red Cross Hospital(Jiangbei District People’s Hospital), Chongqing, China
| | - Xipeng Liu
- Department of Orthopaedic, Chongqing Red Cross Hospital(Jiangbei District People’s Hospital), Chongqing, China
| | - Shu Meng
- Internal medicine department, Chongqing Red Cross Hospital(Jiangbei District People’s Hospital), Chongqing, China
| |
Collapse
|
6
|
Dhillon PS, De Villiers L, Carraro do Nascimento V, Domitrovic L, Campbell BCV, Rice H. Endovascular thrombectomy for large infarcts in acute ischemic stroke: does size still matter? J Neurointerv Surg 2023:jnis-2023-021188. [PMID: 38050182 DOI: 10.1136/jnis-2023-021188] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/11/2023] [Indexed: 12/06/2023]
Affiliation(s)
- Permesh Singh Dhillon
- Interventional Neuroradiology, Gold Coast University Hospital, Southport, Queensland, Australia
- Interventional Neuroradiology, Queens Medical Centre, Nottingham University Hospitals NHS Trust, Nottingham, UK
- Radiological Sciences, Mental Health & Clinical Neuroscience, University of Nottingham, Nottingham, UK
| | - Laetitia De Villiers
- Interventional Neuroradiology, Gold Coast University Hospital, Southport, Queensland, Australia
| | | | - Luis Domitrovic
- Interventional Neuroradiology, Gold Coast University Hospital, Southport, Queensland, Australia
| | - Bruce C V Campbell
- Department of Medicine and Neurology, Melbourne Brain Centre at the Royal Melbourne Hospital, University of Melbourne, Parkville, Victoria, Australia
- Florey Institute of Neuroscience and Mental Health, Parkville, Victoria, Australia
| | - Hal Rice
- Interventional Neuroradiology, Gold Coast University Hospital, Southport, Queensland, Australia
| |
Collapse
|