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Carmona-Gonzalez CA, Cunha MT, Menjak IB. Bridging research gaps in geriatric oncology: unraveling the potential of pragmatic clinical trials. Curr Opin Support Palliat Care 2024; 18:3-8. [PMID: 38170199 DOI: 10.1097/spc.0000000000000688] [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: 01/05/2024]
Abstract
PURPOSE OF REVIEW This review examines the role of pragmatic clinical trials (PCTs) in addressing the underrepresentation of older adults with cancer (OAC) in clinical trials. Focusing on real-world evidence (RWE), it aims to provide a comprehensive overview of PCT utilization, emphasizing their potential to enhance treatment decisions and patient outcomes. Existing knowledge gaps in PCT implementation are also discussed. RECENT FINDINGS PCTs are identified as effective tools to include OACs with comorbidities and complex conditions in research, bridging the representation gap. Despite their proven value in healthcare provision, their application in OAC contexts remains limited, hindering comprehensive understanding and inclusivity in clinical trials. SUMMARY While randomized controlled trials (RCTs) are considered the gold standard in oncology research, OACs have historically been excluded, perpetuating underrepresentation. Furthermore, even in current oncology clinical development trials, this demographic continues to be underrepresented. PCTs offer a valuable avenue for the identification and evaluation of therapies within authentic RW contexts, encompassing various healthcare settings, such as hospitals, clinics, and physician practices. RCTs and PCTs complement one another, and the utilization of PCTs has the potential to inform clinical decision-making across the OACs entire treatment trajectory.
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Affiliation(s)
- Carlos A Carmona-Gonzalez
- Division of Medical Oncology, Department of Medicine, Sunnybrook Health Sciences Centre, Toronto, ON, Canada
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Amorrortu R, Garcia M, Zhao Y, El Naqa I, Balagurunathan Y, Chen DT, Thieu T, Schabath MB, Rollison DE. Overview of approaches to estimate real-world disease progression in lung cancer. JNCI Cancer Spectr 2023; 7:pkad074. [PMID: 37738580 PMCID: PMC10637832 DOI: 10.1093/jncics/pkad074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 08/28/2023] [Accepted: 09/18/2023] [Indexed: 09/24/2023] Open
Abstract
BACKGROUND Randomized clinical trials of novel treatments for solid tumors normally measure disease progression using the Response Evaluation Criteria in Solid Tumors. However, novel, scalable approaches to estimate disease progression using real-world data are needed to advance cancer outcomes research. The purpose of this narrative review is to summarize examples from the existing literature on approaches to estimate real-world disease progression and their relative strengths and limitations, using lung cancer as a case study. METHODS A narrative literature review was conducted in PubMed to identify articles that used approaches to estimate real-world disease progression in lung cancer patients. Data abstracted included data source, approach used to estimate real-world progression, and comparison to a selected gold standard (if applicable). RESULTS A total of 40 articles were identified from 2008 to 2022. Five approaches to estimate real-world disease progression were identified including manual abstraction of medical records, natural language processing of clinical notes and/or radiology reports, treatment-based algorithms, changes in tumor volume, and delta radiomics-based approaches. The accuracy of these progression approaches were assessed using different methods, including correlations between real-world endpoints and overall survival for manual abstraction (Spearman rank ρ = 0.61-0.84) and area under the curve for natural language processing approaches (area under the curve = 0.86-0.96). CONCLUSIONS Real-world disease progression has been measured in several observational studies of lung cancer. However, comparing the accuracy of methods across studies is challenging, in part, because of the lack of a gold standard and the different methods used to evaluate accuracy. Concerted efforts are needed to define a gold standard and quality metrics for real-world data.
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Affiliation(s)
| | - Melany Garcia
- Department of Cancer Epidemiology, Moffitt Cancer Center, Tampa, FL, USA
| | - Yayi Zhao
- Department of Cancer Epidemiology, Moffitt Cancer Center, Tampa, FL, USA
| | - Issam El Naqa
- Department of Machine Learning, Moffitt Cancer Center, Tampa, FL, USA
| | | | - Dung-Tsa Chen
- Department of Biostatistics and Bionformatics, Moffitt Cancer Center, Tampa, FL, USA
| | - Thanh Thieu
- Department of Machine Learning, Moffitt Cancer Center, Tampa, FL, USA
| | - Matthew B Schabath
- Department of Cancer Epidemiology, Moffitt Cancer Center, Tampa, FL, USA
| | - Dana E Rollison
- Department of Cancer Epidemiology, Moffitt Cancer Center, Tampa, FL, USA
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Hoefsmit PC, Schretlen S, Burchell G, van den Heuvel J, Bonjer J, Dahele M, Zandbergen R. Can Quality Improvement Methodologies Derived from Manufacturing Industry Improve Care in Cardiac Surgery? A Systematic Review. J Clin Med 2022; 11:jcm11185350. [PMID: 36142997 PMCID: PMC9502537 DOI: 10.3390/jcm11185350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Revised: 09/05/2022] [Accepted: 09/07/2022] [Indexed: 11/16/2022] Open
Abstract
Objectives: Healthcare is required to be effectively organised to ensure that growing, aging and medically more complex populations have timely access to high-quality, affordable care. Cardiac surgery is no exception to this, especially due to the competition for and demand on hospital resources, such as operating rooms and intensive care capacity. This is challenged more since the COVID-19 pandemic led to postponed care and prolonged waiting lists. In other sectors, Quality Improvement Methodologies (QIM) derived from the manufacturing industry have proven effective in enabling more efficient utilisation of existing capacity and resources and in improving the quality of care. We performed a systematic review to evaluate the ability of such QIM to improve care in cardiac surgery. Methods: A literature search was performed in PubMed, Embase, Clarivate Analytics/Web of Science Core Collection and Wiley/the Cochrane Library according to the Preferred Reporting Items for Systematic Reviews and Meta-Analysis methodology. Results: Ten articles were identified. The following QIM were used: Lean, Toyota Production System, Six Sigma, Lean Six Sigma, Root Cause Analysis, Kaizen and Plan-Do-Study-Act. All reported one or more relevant improvements in patient-related (e.g., infection rates, ventilation time, mortality, adverse events, glycaemic control) and process-related outcomes (e.g., shorter waiting times, shorter transfer time and productivity). Elements to enhance the success included: multidisciplinary team engagement, a patient-oriented, data-driven approach, a sense of urgency and a focus on sustainability. Conclusions: In all ten papers describing the application of QIM initiatives to cardiac surgery, positive results, of varying magnitude, were reported. While the consistency of the available data is encouraging, the limited quantity and heterogenous quality of the evidence base highlights that more rigorous evaluation, including how best to employ manufacturing industry-derived QIM in cardiac surgery is warranted.
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Affiliation(s)
- Paulien Christine Hoefsmit
- Department of Cardiothoracic Surgery, Amsterdam University Medical Centre, 1081 HV Amsterdam, The Netherlands
- Correspondence:
| | - Stijn Schretlen
- Integrated Health Solutions, Medtronic Inc., 5616 VB Eindhoven, The Netherlands
| | - George Burchell
- Medical Library, Vrije Universiteit, 1081 HV Amsterdam, The Netherlands
| | - Jaap van den Heuvel
- Department of Healthcare Management, University of Amsterdam Business School, 1018 TV Amsterdam, The Netherlands
| | - Jaap Bonjer
- Department of Surgery, Amsterdam University Medical Centre, 1081 HV Amsterdam, The Netherlands
| | - Max Dahele
- Department of Radiation Oncology, Amsterdam University Medical Centre, 1081 HV Amsterdam, The Netherlands
| | - Reinier Zandbergen
- Department of Cardiothoracic Surgery, Amsterdam University Medical Centre, 1081 HV Amsterdam, The Netherlands
- Department of Surgery, Amsterdam University Medical Centre, 1081 HV Amsterdam, The Netherlands
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Lin LA, Zhang Y, Straus W, Wang W. Integrative Analysis of Randomized Clinical Trial and Observational Study Data to Inform Post-marketing Safety Decision-Making. Ther Innov Regul Sci 2022; 56:423-432. [PMID: 35138577 DOI: 10.1007/s43441-021-00349-x] [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: 02/06/2021] [Accepted: 10/27/2021] [Indexed: 11/30/2022]
Abstract
Safety evaluation is a continual and iterative process throughout the drug development life cycle and requires long time horizons and large amounts of data to fully understand the safety profile of a medical product. Although randomized clinical trials (RCT) provide high-quality data for an initial assessment of safety signals, the safety signals may not all have been known at the time of approval because safety data collected from RCT only involve a relatively small number of subjects during a relatively short follow-up period. The increased accumulation of post-marketing real-world data (RWD) presents an opportunity to utilize them for safety decision-making; these include identifying new safety signals, further characterization of safety concerns that are raised in pre-marketing RCT, and further generalization of RCT findings to the broader patient populations not previously studied in RCT. In this paper, we use cardiovascular safety outcome trial for antidiabetic therapies as an illustrative example and discuss how integrative analysis of RCT and observational study data can answer regulatory concerns about cardiovascular risk in a post-marketing setting. A novel statistical analysis strategy is proposed to combine both sources of safety data in a data fusion approach. The proposed approach includes three stages: (1) feasibility analysis that uses an RCT to validate an observational study, applying estimand framework and emulating RCT with RWD; (2) integrative analysis that combines evidence from the RCT and observational study data cooperatively; and (3) sensitivity analysis that examines the consistency of the previous analyses. Two potential utilities of the proposed integrative analysis for the cardiovascular safety outcome trial are discussed.
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Affiliation(s)
- Li-An Lin
- Clinical Safety Statistics, Merck & Co., Inc, Kenilworth, NJ, USA.
| | - Yafei Zhang
- Clinical Safety Statistics, Merck & Co., Inc, Kenilworth, NJ, USA
| | | | - William Wang
- Clinical Safety Statistics, Merck & Co., Inc, Kenilworth, NJ, USA
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Jemielita T, Widman L, Fox C, Salomonsson S, Liaw KL, Pettersson A. Replication of Oncology Randomized Trial Results using Swedish Registry Real World-Data: A Feasibility Study. Clin Pharmacol Ther 2021; 110:1613-1621. [PMID: 34549809 DOI: 10.1002/cpt.2424] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2021] [Accepted: 09/13/2021] [Indexed: 12/15/2022]
Abstract
Nationwide healthcare registries are potential important real-world data (RWD) sources for assessing drug effectiveness in oncology. However, it is unclear whether registry-derived RWD are suitable for clinical development. In this study, we replicate results from the comparator arm of two previously published oncology randomized controlled trials (RCTs) using RWD from Swedish nationwide healthcare registries. For replication 1, the RCT included 553 patients and the RWD included 283 patients treated with sorafenib for advanced hepatocellular cancer. The median overall survival (OS) was 11.2 (95% confidence interval (CI): 10.1-13.2) months in the RCT and 8.2 (95% CI: 7.0-9.9) months in the RWD, unadjusted hazard ratio (HR) 0.75 (95% CI: 0.63-0.88). For time-to-treatment discontinuation (TTD), the HR was 1.00 (95% CI: 0.87-1.16). For replication 2, the RCT included 154 patients and the RWD included 704 patients treated with melphalan, prednisone, and thalidomide for untreated multiple myeloma. The median OS was 52.6 (95% CI: 40-not applicable) months in the RCT and 36.9 (95% CI: 33.8-40.5) months in the RWD, unadjusted HR 0.67 (95% CI: 0.51-0.87). For TTD, the HR was 0.89 (95% CI: 0.74-1.06). The results were similar when applying various propensity-based confounding adjustments. In conclusion, OS was shorter in the RWD, whereas TTD was similar. Importantly, the data necessary (ex: eligibility criteria and baseline confounders) for replicating RCTs was mostly not available and these results further underscore the importance of developing frameworks for capturing relevant patient-level RWD for clinical and regulatory decision making in oncology.
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Affiliation(s)
- Thomas Jemielita
- Biostatistics and Research Decision Sciences (BARDS), Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Linnea Widman
- Division of Biostatistics, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Claire Fox
- Center for Observational and Real-World Evidence (CORE), Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Stina Salomonsson
- Center for Observational and Real-World Evidence (CORE), Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Kai-Li Liaw
- Center for Observational and Real-World Evidence (CORE), Merck & Co., Inc., Kenilworth, New Jersey, USA
| | - Andreas Pettersson
- Clinical Epidemiology Division, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden.,Department of Pelvic Cancer, Cancer Theme, Karolinska University Hospital, Stockholm, Sweden
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Davies-Teye BB, Medeiros M, Chauhan C, Baquet CR, Mullins CD. Pragmatic patient engagement in designing pragmatic oncology clinical trials. Future Oncol 2021; 17:3691-3704. [PMID: 34337970 DOI: 10.2217/fon-2021-0556] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Oncology trials are the cornerstone of effective and safe therapeutic discoveries. However, there is increasing demand for pragmatism and patient engagement in the design, implementation and dissemination of oncology trials. Many researchers are uncertain about making trials more practical and even less knowledgeable about how to meaningfully engage patients without compromising scientific rigor to meet regulatory requirements. The present work provides practical guidance for addressing both pragmaticism and meaningful patient engagement. Applying evidence-based approaches like PRECIS-2-tool and the 10-Step Engagement Framework offer practical guidance to make future trials in oncology truly pragmatic and patient-centered. Consequently, such patient-centered trials have improved participation, faster recruitment and greater retention, and uptake of innovative technologies in community-based care.
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Affiliation(s)
- Bernard Bright Davies-Teye
- Department of Pharmaceutical Health Services Research, University of Maryland School of Pharmacy, Baltimore, MD 21201, USA.,The PATIENTS Program, University of Maryland, Baltimore, MD 21201, USA
| | - Michelle Medeiros
- Department of Pharmaceutical Health Services Research, University of Maryland School of Pharmacy, Baltimore, MD 21201, USA.,The PATIENTS Program, University of Maryland, Baltimore, MD 21201, USA
| | - Cynthia Chauhan
- The PATIENTS Program, University of Maryland, Baltimore, MD 21201, USA
| | - Claudia Rose Baquet
- Department of Pharmaceutical Health Services Research, University of Maryland School of Pharmacy, Baltimore, MD 21201, USA.,The PATIENTS Program, University of Maryland, Baltimore, MD 21201, USA
| | - C Daniel Mullins
- Department of Pharmaceutical Health Services Research, University of Maryland School of Pharmacy, Baltimore, MD 21201, USA.,The PATIENTS Program, University of Maryland, Baltimore, MD 21201, USA
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Opportunities and challenges associated with the evaluation of chimeric antigen receptor T cells in real-life. Curr Opin Oncol 2020; 32:427-433. [PMID: 32665456 DOI: 10.1097/cco.0000000000000665] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE OF REVIEW With the approval of the first chimeric antigen receptor (CAR)-T cell products on the market, the European Medicines Agency (EMA) required market authorization holders (MAHs) to monitor the long-term efficacy and safety of CAR-T cells for 15 years after administration. In 2019, the cellular therapy module of the European Society for Blood and Marrow Transplantation (EBMT) registry received a positive qualification opinion from the EMA indicating that the registry fulfills the essential needs to capture such data. We investigated its broader implication. RECENT FINDINGS Since 2020, the cellular therapy module of the EBMT registry captures data to support postauthorization studies for MAHs and EMA. The process toward a positive qualification opinion has attracted interest from many other stakeholders, such as scientists and Health Technology Assessment bodies, and was the spin-off for a stimulating development which defined the need for a registry to comply with regulatory requirements, and also inspired ways to deal with CAR-T cell programs in terms of center qualifications and educational standards for professionals. SUMMARY The positive qualified opinion of the EBMT registry by EMA to monitor long-term efficacy and safety of commercial CAR-T cells created opportunities and challenges and was serving as linking-pin to launch a novel CAR-T cell community.
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