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Iqbal U, Lachman P, Phan P. From compliance to excellence: how can ISO 13485 standards transform quality, safety, and innovation in medical devices? Int J Qual Health Care 2025; 37:mzaf032. [PMID: 40165648 DOI: 10.1093/intqhc/mzaf032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2025] [Accepted: 03/28/2025] [Indexed: 04/02/2025] Open
Affiliation(s)
- Usman Iqbal
- Institute for Evidence-Based Healthcare, Faculty of Health Sciences & Medicine, Bond University, Gold Coast, Queensland, Australia
- Evidence-Based Practice Professorial Unit, Gold Coast Hospital & Health Service (GCHHS), Gold Coast, Queensland, Australia
| | - Peter Lachman
- Department of Quality Improvement, Royal College of Physicians of Ireland, Dublin, Ireland
| | - Phillip Phan
- Department of Medicine, Johns Hopkins University, Baltimore, MD, United States
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2
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McGrath C, Chau CWR, Molina GF. Monitoring oral health remotely: ethical considerations when using AI among vulnerable populations. FRONTIERS IN ORAL HEALTH 2025; 6:1587630. [PMID: 40297341 PMCID: PMC12034695 DOI: 10.3389/froh.2025.1587630] [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: 03/04/2025] [Accepted: 03/31/2025] [Indexed: 04/30/2025] Open
Abstract
Technological innovations in dentistry are revolutionizing the monitoring and management of oral health. This perspective article critically examines the rapid expansion of remote monitoring technologies-including artificial intelligence (AI)-driven diagnostics, electronic health records (EHR), wearable devices, mobile health applications, and chatbots-and discusses their ethical, legal, and social implications. The accelerated adoption of these digital tools, particularly in the wake of the COVID-19 pandemic, has enhanced accessibility to care while simultaneously raising significant concerns regarding patient consent, data privacy, and algorithmic biases. We review current applications ranging from AI-assisted detection of dental pathologies to blockchain-enabled data transfer within EHR systems, highlighting the potential for improved diagnostic accuracy and the risks associated with over-reliance on remote assessments. Furthermore, we underscore the challenges posed by the digital divide, where disparities in digital literacy and access may inadvertently exacerbate existing socio-economic and health inequalities. This article calls for the development and rigorous implementation of ethical frameworks and regulatory guidelines that ensure the reliability, transparency, and accountability of digital health innovations. By integrating multidisciplinary insights, our discussion aims to foster a balanced approach that maximizes the clinical benefits of emerging technologies while safeguarding patient autonomy and promoting equitable healthcare delivery.
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Affiliation(s)
- Colman McGrath
- Applied Oral Sciences and Community Dental Care Division, The Faculty of Dentistry, University of Hong Kong, Hong Kong, Hong Kong SAR, China
| | - Chun Wang Reinhard Chau
- Applied Oral Sciences and Community Dental Care Division, The Faculty of Dentistry, University of Hong Kong, Hong Kong, Hong Kong SAR, China
| | - Gustavo Fabián Molina
- Special Care Dentistry, School of Dentistry, Universidad Católica de Córdoba, Cordoba, Argentina
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3
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Zheng Z, Wang M, Ren A, Cheng Z, Li X, Guo C. 3D-Printed Silk Fibroin Mesh with Guidance of Directional Cell Growth for Treating Pelvic Organ Prolapse. ACS Biomater Sci Eng 2025; 11:2367-2377. [PMID: 40036493 DOI: 10.1021/acsbiomaterials.5c00368] [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] [Indexed: 03/06/2025]
Abstract
Damages to the supportive structure of the pelvic floor frequently result in pelvic organ prolapse (POP), which diminishes the quality of life. Surgical repair typically involves mesh implantation to reinforce the weakened tissues. However, the commonly used polypropylene (PP) mesh can lead to severe complications due to the mechanical mismatch of the mesh with the pelvic tissues. In this study, 3D-printed silk fibroin (SF) meshes are developed and optimized through cryogenic 3D printing followed by post-stretching treatment to enhance mechanical properties and biocompatibility for POP repair. Rheological analysis shows that the 30 wt % SF-based ink exhibited a zero shear viscosity of 1838 Pa·s and shear-thinning behavior, ensuring smooth extrusion during 3D printing. During the cryogenic incubation following 3D printing, self-assembly of SF occurs with the formation of β-sheet structures, leading to robust constructs with good shape fidelity. The post-stretching treatment further improves SF chain alignment and fibrilization, resulting in enhanced mechanical performance and a microstrip surface that promotes cell attachment, alignment, and differentiation. The SF mesh with a post-stretching ratio of 150% shows an ultimate tensile strength of 1.49 ± 0.14 MPa, an elongation at break of 104 ± 13%, and a Young's modulus of 5.0 ± 0.1 MPa at a hydrated condition, matching the properties of soft pelvic tissues. In vitro studies show that post-stretched SF meshes facilitated better cell alignment and myogenic differentiation than PP meshes. In vivo assessments demonstrate enhanced biocompatibility of the SF meshes, with better cellular infiltration and tissue integration than PP meshes in the long-term implantation, showing potential as a safe, effective alternative to traditional synthetic meshes for POP repair and other clinical applications.
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Affiliation(s)
- Zili Zheng
- School of Engineering, Westlake University, Hangzhou, Zhejiang 310023, China
| | - Min Wang
- School of Engineering, Westlake University, Hangzhou, Zhejiang 310023, China
| | - An Ren
- Hangzhou Women's Hospital, Hangzhou, Zhejiang 310008, China
| | - Zhangyuan Cheng
- School of Engineering, Westlake University, Hangzhou, Zhejiang 310023, China
| | - Xiangjuan Li
- Hangzhou Women's Hospital, Hangzhou, Zhejiang 310008, China
| | - Chengchen Guo
- School of Engineering, Westlake University, Hangzhou, Zhejiang 310023, China
- Research Center for Industries of the Future, Westlake University, Hangzhou, Zhejiang 310030, China
- Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, Zhejiang 310024, China
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4
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Cai L, Pfob A. Artificial intelligence in abdominal and pelvic ultrasound imaging: current applications. Abdom Radiol (NY) 2025; 50:1775-1789. [PMID: 39487919 PMCID: PMC11947003 DOI: 10.1007/s00261-024-04640-x] [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: 06/18/2024] [Revised: 10/06/2024] [Accepted: 10/10/2024] [Indexed: 11/04/2024]
Abstract
BACKGROUND In recent years, the integration of artificial intelligence (AI) techniques into medical imaging has shown great potential to transform the diagnostic process. This review aims to provide a comprehensive overview of current state-of-the-art applications for AI in abdominal and pelvic ultrasound imaging. METHODS We searched the PubMed, FDA, and ClinicalTrials.gov databases for applications of AI in abdominal and pelvic ultrasound imaging. RESULTS A total of 128 titles were identified from the database search and were eligible for screening. After screening, 57 manuscripts were included in the final review. The main anatomical applications included multi-organ detection (n = 16, 28%), gynecology (n = 15, 26%), hepatobiliary system (n = 13, 23%), and musculoskeletal (n = 8, 14%). The main methodological applications included deep learning (n = 37, 65%), machine learning (n = 13, 23%), natural language processing (n = 5, 9%), and robots (n = 2, 4%). The majority of the studies were single-center (n = 43, 75%) and retrospective (n = 56, 98%). We identified 17 FDA approved AI ultrasound devices, with only a few being specifically used for abdominal/pelvic imaging (infertility monitoring and follicle development). CONCLUSION The application of AI in abdominal/pelvic ultrasound shows promising early results for disease diagnosis, monitoring, and report refinement. However, the risk of bias remains high because very few of these applications have been prospectively validated (in multi-center studies) or have received FDA clearance.
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Affiliation(s)
- Lie Cai
- Department of Obstetrics and Gynecology, Heidelberg University Hospital, Im Neuenheimer Feld 440, 69120, Heidelberg, Germany
| | - André Pfob
- Department of Obstetrics and Gynecology, Heidelberg University Hospital, Im Neuenheimer Feld 440, 69120, Heidelberg, Germany.
- National Center for Tumor Diseases (NCT) and German Cancer Research Center (DKFZ), Heidelberg, Germany.
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5
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Huxman C. FDA regulatory considerations for innovative orthopedic devices: A review. Injury 2025; 56:112291. [PMID: 40157338 DOI: 10.1016/j.injury.2025.112291] [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] [Received: 11/22/2024] [Revised: 03/04/2025] [Accepted: 03/20/2025] [Indexed: 04/01/2025]
Abstract
Novel and innovative orthopedic devices are needed to address clinical challenges in orthopedic practice. Obtaining regulatory authorization for such devices, however, can prove challenging. An inherent dilemma exists between innovation to address unmet needs and imitation to demonstrate substantial equivalence to a predicate device, which is required for the less burdensome 510(k) pathway. This article provides both an overview of highly innovative orthopedic devices over the last 10 years as well as considerations for FDA regulatory pathways and programs available to manufacturers of such devices. A review of 20 innovative orthopedic devices receiving Breakthrough Device Designation and/or a De Novo classification found that devices had diverse features and applications, but did possess shared technological trends including bioresorption, flexible components, and new substance/material use. A review of all new orthopedic devices authorized through the three major regulatory pathways in the last 10 years was also conducted. Spinal devices represented the largest share of recent orthopedic devices (38 % of 510(k) clearances and 25 % of De Novo classifications). Across all three pathways, decision time was on average around 30 % shorter for orthopedic devices with a Breakthrough Device Designation versus those without, though differences were not significant. New orthopedic devices authorized in the last 10 years were found to be highly reliant on the 510(k) pathway, with a 99 % utilization rate. However, the FDA Breakthrough Devices Program and De Novo pathway offer opportunities specific to innovative technologies, such as expedited review and potential market competition protection, as demonstrated through specific case studies in this review. As these FDA initiatives continue to evolve and manufacturers continue to take advantage of these opportunities, orthopedic device development, which has primarily prioritized incremental innovation, may too evolve to produce more breakthrough innovations.
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Affiliation(s)
- Connor Huxman
- Department of Mechanical Engineering, The Pennsylvania State University, 137 Reber Building, University Park, PA, 16802, USA.
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Sittig DF, Flanagan T, Sengstack P, Cholankeril RT, Ehsan S, Heidemann A, Murphy DR, Salmasian H, Adelman JS, Singh H. Revisions to the Safety Assurance Factors for Electronic Health Record Resilience (SAFER) Guides to update national recommendations for safe use of electronic health records. J Am Med Inform Assoc 2025; 32:755-760. [PMID: 40220287 PMCID: PMC12005625 DOI: 10.1093/jamia/ocaf018] [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: 11/27/2024] [Revised: 01/14/2025] [Accepted: 01/22/2025] [Indexed: 04/14/2025] Open
Abstract
The Safety Assurance Factors for Electronic Health Record (EHR) Resilience (SAFER) Guides provide recommendations to healthcare organizations for conducting proactive self-assessments of the safety and effectiveness of their EHR implementation and use. Originally released in 2014, they were last updated in 2016. In 2022, the Centers for Medicare and Medicaid Services required their annual attestation by US hospitals. OBJECTIVES This case study describes how SAFER Guide recommendations were updated to align with current evidence and clinical practice. MATERIALS AND METHODS Over nine months, a multidisciplinary team updated SAFER Guides through literature reviews, iterative feedback, and online meetings. RESULTS We reduced the number of recommended practices across all Guides by 40% and consolidated 9 Guides into 8 to maximize ease of use, feasibility, and utility. We provide a 4-level evidence grading hierarchy for each recommendation and a new 5-point rating scale to self-assess implementation status of the recommendation. We included 429 citations of which 289 (67%) were published since the 2016 revision. DISCUSSION SAFER Guides were revised to offer EHR best practices, adaptable to unique organizational needs, with interactive content available at: https://www.healthit.gov/topic/safety/safer-guides. CONCLUSION Revisions ensure that the 2025 SAFER Guides represent the best available current evidence for EHR developers and healthcare organizations.
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Affiliation(s)
- Dean F Sittig
- Department of Clinical and Health Informatics, McWilliams School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, TX 77030, United States
- Informatics Review LLC, Lake Oswego, OR 97034, United States
| | - Trisha Flanagan
- Center for Innovations in Quality, Effectiveness and Safety, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX 77030, United States
| | - Patricia Sengstack
- Vanderbilt University School of Nursing, Nashville, TN 37240, United States
| | - Rosann T Cholankeril
- Center for Innovations in Quality, Effectiveness and Safety, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX 77030, United States
| | - Sara Ehsan
- Center for Innovations in Quality, Effectiveness and Safety, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX 77030, United States
| | | | - Daniel R Murphy
- Center for Innovations in Quality, Effectiveness and Safety, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX 77030, United States
- Department of Medicine, Baylor College of Medicine, Houston, TX 77030, United States
| | - Hojjat Salmasian
- Division of General Internal Medicine and Primary Care, Brigham and Women’s Hospital, and Harvard Medical School, Boston, MA 02115, United States
| | - Jason S Adelman
- Department of Medicine, Columbia University Irving Medical Center, New York, NY 10032, United States
- Department of Quality and Patient Safety, NewYork-Presbyterian Hospital, New York, NY 10032, United States
| | - Hardeep Singh
- Center for Innovations in Quality, Effectiveness and Safety, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX 77030, United States
- Department of Medicine, Baylor College of Medicine, Houston, TX 77030, United States
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Deer TR, Pope JE, Petersen EA, Abdallah RT, Amirdelfan K, Azeem N, Bansal V, Barkoh K, Chapman KB, Denis DR, Dorsi MJ, Escobar A, Falowski SM, Garcia RA, Hagedorn JM, Heros RD, James WS, Kalia H, Lansford T, Malinowski MN, Manzi SM, Mehta P, Moghim RZ, Moore GA, Motivala SL, Navalgund YA, Patel RG, Pilitsis JG, Schatman ME, Shumsky PM, Strand NH, Tomycz ND, Yue JJ, Sayed D. An Evidence-Based Consensus for the Use of Neurostimulation for the Treatment of Non-Surgical Low Back Pain: The NEURON Group. J Pain Res 2025; 18:1247-1274. [PMID: 40104824 PMCID: PMC11917438 DOI: 10.2147/jpr.s500342] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2024] [Accepted: 02/23/2025] [Indexed: 03/20/2025] Open
Abstract
Introduction The use of electrical neuromodulation has often been limited to those with previous back surgery, peripheral neuropathy, and complex regional pain syndrome. Many patients with severe intractable low back pain were thought to be candidates for spinal cord stimulation (SCS), dorsal root ganglion stimulation, or peripheral nerve stimulation but did not meet the criteria. Recently, additional high-level data has supported the use of SCS in non-surgical low back pain (NSLBP), and United States Food and Drug Administration approval has been granted. The American Society of Pain and Neuroscience (ASPN) executive committee realized an unmet need to develop criteria for patient selection for this specific patient population. This is a NEURON project (neuroscience, education, utilization, risk mitigation, optimal outcomes, and neuromodulation), a living guideline for evolving therapies and indications, and is focused on the use of neuraxial stimulation for the treatment of refractory pain. Methods After board approval, the society accepted nominees for the project, with an emphasis on experience, publication, research, and diversity. The team created an outline for discussion, chose a grading system based on published guidelines, and created consensus points. Results The evidence led to several consensus points to best guide patient selection based on the level of evidence and expert opinion. The results will lead to improved safety and efficacy in implanted patients, and to a new standard for best practices. Conclusion The selection of patients for implantation in those who have NSLBP should be based on published literature, best practice, and expert opinion. This NEURON project will allow for regular updates to create a living guideline that will allow for better assimilation of information to improve safety and efficacy going forward.
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Affiliation(s)
- Timothy Ray Deer
- Pain Services, Spine and Nerve Center of the Virginias, Charleston, WV, USA
| | | | - Erika A Petersen
- Department of Neurosurgery, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | | | - Kasra Amirdelfan
- Director of Clinical Research, Boomerang Healthcare, Walnut Creek, CA, USA
| | - Nomen Azeem
- Pain Medicine, Florida Spine & Pain Specialists, Riverview, FL, USA
| | - Vishal Bansal
- Department of Pain Medicine, the University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | | | - Kenneth B Chapman
- Department of Anesthesiology, NYU Langone Medical Center, New York, NY, USA
- Department of Anesthesiology, the Zucker School of Medicine at Northwell, New York, NY, USA
| | | | - Michael J Dorsi
- Neurosurgery, University of California Los Angeles, Los Angeles, CA, USA
| | - Alexander Escobar
- Anesthesiology and Pain Medicine, University of Toledo, Toledo, OH, USA
| | | | | | - Jonathan M Hagedorn
- Department of Anesthesiology and Perioperative Medicine, Mayo Clinic, Rochester, MN, USA
| | | | | | - Hemant Kalia
- Center for Research & Innovation in Spine & Pain (CRISP), Rochester, NY, USA
| | | | | | | | - Pankaj Mehta
- Division of Pain and Minimally Invasive Surgery, Pain Specialists of America, Austin, TX, USA
| | - Robert Z Moghim
- Interventional Spine and Pain, Colorado Pain Care, Denver, CO, USA
| | | | | | - Yeshvant A Navalgund
- Office of the Chief Medical Officer, National Spine and Pain Centers, Frederick, MD, USA
| | - Raj G Patel
- Interventional Pain Management, Capitol Pain Institute, Austin, TX, USA
| | - Julie G Pilitsis
- Department of Clinical Neurosciences, Florida Atlantic University, Boca Raton, FL, USA
| | - Michael E Schatman
- Department of Anesthesiology, Perioperative Care & Pain Medicine, NYU Grossman School of Medicine, New York, NY, USA
- Department of Population Health - Division of Medical Ethics, NYU Grossman School of Medicine, New York, NY, USA
| | | | | | - Nestor D Tomycz
- Neurological Surgery, Allegheny Health Network, Pittsburgh, PA, USA
| | - James J Yue
- Frank h Netter School of Medicine, Quinnipiac University; CT Orthopaedics, Hamden, CT, USA
| | - Dawood Sayed
- Anesthesiology and Pain Medicine, the University of Kansas Medical Center, Kansas City, KS, USA
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8
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Weissman GE, Mankowitz T, Kanter GP. Unregulated large language models produce medical device-like output. NPJ Digit Med 2025; 8:148. [PMID: 40055537 PMCID: PMC11889144 DOI: 10.1038/s41746-025-01544-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Accepted: 02/25/2025] [Indexed: 03/14/2025] Open
Abstract
Large language models (LLMs) show considerable promise for clinical decision support (CDS) but none is currently authorized by the Food and Drug Administration (FDA) as a CDS device. We evaluated whether two popular LLMs could be induced to provide device-like CDS output. We found that LLM output readily produced device-like decision support across a range of scenarios, suggesting a need for regulation if LLMs are formally deployed for clinical use.
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Affiliation(s)
- Gary E Weissman
- Palliative and Advanced Illness Research (PAIR) Center, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
- Pulmonary, Allergy, and Critical Care Division, Department of Medicine, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
- Informatics Division, Department of Biostatistics, Epidemiology & Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, PA, USA.
| | - Toni Mankowitz
- Leonard D. Schaeffer Center for Health Policy and Economics, University of Southern California, Los Angeles, CA, USA
| | - Genevieve P Kanter
- Leonard D. Schaeffer Center for Health Policy and Economics, University of Southern California, Los Angeles, CA, USA
- Department of Health Policy and Management, Sol Price School of Public Policy, University of Southern California, Los Angeles, CA, USA
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9
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Small AM, Watson NW, Wadhera RK, Secemsky EA, Yeh RW. Advancing Health Equity in the Cardiovascular Device Life Cycle. Circ Cardiovasc Qual Outcomes 2025; 18:e011310. [PMID: 39895492 PMCID: PMC11919565 DOI: 10.1161/circoutcomes.124.011310] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2025]
Abstract
Despite advancements in diagnostics and therapeutics for cardiovascular disease, significant health disparities persist among patients from historically marginalized racial and ethnic groups, women, individuals who are socioeconomically under-resourced or underinsured, and those living in rural communities. While transcatheter interventions have revolutionized the treatment landscape in cardiology, populations bearing the greatest burden of disease continue to face inequitable access and poorer outcomes. A notable gap in the literature concerns the role of modern approaches to cardiovascular device innovation in shaping and perpetuating health disparities. Health equity has been declared one of the top strategic initiatives for 2022 to 2025 by the Food and Drug Administration Center for Devices and Radiological Health, underscoring the need for greater attention, dialogue, and targeted interventions in this space. This narrative review uses the cardiovascular device life cycle as a conceptual framework to enhance understanding and guide future efforts to mitigate disparities in the field of interventional cardiology. Drawing on illustrative examples from interventional cardiology, we examine current practices in cardiovascular device regulation and approval, clinical trial evaluation, adoption patterns, and postprocedural outcomes with the aim of uncovering potential mechanisms of disparities and identifying opportunities for targeted interventions.
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Affiliation(s)
- Andre M. Small
- Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA
| | - Nathan W. Watson
- Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA
- Smith Center for Outcomes Research in Cardiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA
| | - Rishi K. Wadhera
- Smith Center for Outcomes Research in Cardiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA
- Division of Cardiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA
| | - Eric A. Secemsky
- Smith Center for Outcomes Research in Cardiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA
- Division of Cardiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA
| | - Robert W. Yeh
- Smith Center for Outcomes Research in Cardiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA
- Division of Cardiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA
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10
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Dhruva SS, Kesselheim AS, Woloshin S, Ji RZ, Lu Z, Darrow JJ, Redberg RF. Physician-Patient Communication about Novel Drugs and High-Risk Medical Devices. Med Decis Making 2025; 45:156-167. [PMID: 39707817 PMCID: PMC11736971 DOI: 10.1177/0272989x241302096] [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: 02/13/2024] [Accepted: 10/24/2024] [Indexed: 12/23/2024]
Abstract
BACKGROUND After a new drug or medical device is approved by the US Food and Drug Administration (FDA), physician-patient communication about benefits and risks is critical, including whether the product was approved through an expedited pathway based on limited evidence. In addition, physician reporting of drug- and device-related adverse events in real-world use is necessary to have a complete safety profile. We studied physician-reported communication and safety-reporting practices related to drugs and devices. METHODS We surveyed a random national sample of American Board of Internal Medicine-certified internists, cardiologists, and oncologists between October 2021 and September 2022 about the sources of information used to prescribe a drug or medical device, details of communication with patients, and reporting of adverse events. RESULTS Among 509 respondents (39% response rate), 387 (76%) reported that FDA approval influenced their decision "a lot" to prescribe a new drug or recommend use of a medical device. Half (122; 50%) of the 244 physicians randomized to receive a question about their own communication of trial endpoints reported "usually" telling patients when products were approved based on surrogate measures and 126 (52%) "usually" reported telling patients if a postapproval trial was required to evaluate safety and effectiveness. Two-thirds (165) said they were likely to report drug- or device-related adverse events to FDA. CONCLUSIONS Physician self-reporting of communication with patients about drugs and devices suggests that half include characteristics of the pivotal trials such as use of clinically meaningful endpoints or continued requirement for evidence generation. IMPLICATIONS More consistent discussions with patients about the quality of evidence supporting new drugs and devices and increased reporting of adverse events could ensure optimal use of these products in clinical practice. HIGHLIGHTS Among 509 board-certified internists, cardiologists, and oncologists, half reported telling patients when drugs or medical devices were approved based on surrogate measures and when there was an FDA-mandated postapproval trial to further evaluate safety and effectiveness.As drugs and medical devices are increasingly approved by the FDA through expedited pathways based on data with lingering uncertainties, discussion with patients about issues such as the nature of the endpoints assessed and existence of postapproval testing requirements can help inform patient decision making.
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Affiliation(s)
- Sanket S. Dhruva
- University of California, San Francisco School of Medicine, San Francisco, CA, USA
- Philip R. Lee Institute for Health Policy Studies, University of California, San Francisco, CA, USA
- Section of Cardiology, Department of Medicine, San Francisco Veterans Affairs Medical Center, San Francisco, CA, USA
| | - Aaron S. Kesselheim
- Program On Regulation, Therapeutics, And Law (PORTAL), Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA
| | - Steven Woloshin
- Dartmouth Institute for Health Policy and Clinical Practice, Lebanon, NH, USA
| | - Robin Z. Ji
- University of California, San Francisco School of Medicine, San Francisco, CA, USA
- Division of Cardiology, Department of Medicine, University of California, San Francisco School of Medicine, San Francisco, CA, USA
| | - Zhigang Lu
- Program On Regulation, Therapeutics, And Law (PORTAL), Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA
| | - Jonathan J. Darrow
- Program On Regulation, Therapeutics, And Law (PORTAL), Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA
| | - Rita F. Redberg
- University of California, San Francisco School of Medicine, San Francisco, CA, USA
- Philip R. Lee Institute for Health Policy Studies, University of California, San Francisco, CA, USA
- Division of Cardiology, Department of Medicine, University of California, San Francisco School of Medicine, San Francisco, CA, USA
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11
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Faheem F, Haq M, Derhab M, Saeed R, Ahmad U, Kalia JS. Integrating Ethical Principles Into the Regulation of AI-Driven Medical Software. Cureus 2025; 17:e79506. [PMID: 40135040 PMCID: PMC11936099 DOI: 10.7759/cureus.79506] [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] [Accepted: 02/23/2025] [Indexed: 03/27/2025] Open
Abstract
In recent years, a sharp increase in artificial intelligence (AI)-based software as medical devices has been seen in the United States and the European Union. Despite the huge potential of these devices in alleviating suffering through rapid identification and early intervention, their adoption in clinical practice has remained relatively slow due to ethical questions surrounding their usage. Even though there is no universal framework for the approval of these devices, the guiding principles behind individual regulatory bodies almost stay the same, with some more focused on the technical aspect while others involving the ethical aspects as well. The International Medical Device Regulators Forum devised a SaMD Working Group to outline the essential controls guiding the approval of these devices, but there is a lack of a structured approach for the regulatory approval process. This article outlines the principles of medical ethics, such as autonomy, beneficence, and fair distribution of healthcare sources, and how they relate to the use of AI-based devices. The core regulatory guidelines are then viewed in light of these ethical principles. We recommend that a comprehensive regulatory framework with integration of principles of medical ethics be made public. Though no universally accepted framework is available, regulating quality management, risk assessment, and data privacy would help build trust to promote the adoption of AI in healthcare.
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Affiliation(s)
| | - Mahdi Haq
- Neurology, NeuroCare.AI, Dallas, USA
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12
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Zieni B, Ritchie MA, Mandalari AM, Boem F. An Interdisciplinary Overview on Ambient Assisted Living Systems for Health Monitoring at Home: Trade-Offs and Challenges. SENSORS (BASEL, SWITZERLAND) 2025; 25:853. [PMID: 39943492 PMCID: PMC11819874 DOI: 10.3390/s25030853] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/19/2024] [Revised: 01/23/2025] [Accepted: 01/24/2025] [Indexed: 02/16/2025]
Abstract
The integration of IoT and Ambient Assisted Living (AAL) enables discreet real-time health monitoring in home environments, offering significant potential for personalized and preventative care. However, challenges persist in balancing privacy, cost, usability, and system reliability. This paper provides an overview of recent advancements in sensor and IoT technologies for assisted living, with a focus on elderly individuals living independently. It categorizes sensor types and technologies that enhance healthcare delivery and explores an interdisciplinary framework encompassing sensing, communication, and decision-making systems. Through this analysis, this paper highlights current applications, identifies emerging challenges, and pinpoints critical areas for future research. This paper aims to inform ongoing discourse and advocate for interdisciplinary approaches in system design to address existing trade-offs and optimize performance.
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Affiliation(s)
- Baraa Zieni
- Department of Electronic and Electrical Engineering, University College London, London WC1E 7JE, UK; (A.M.M.); (F.B.)
| | - Matthew A. Ritchie
- Department of Electronic and Electrical Engineering, University College London, London WC1E 7JE, UK; (A.M.M.); (F.B.)
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13
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Daryanani AE, Maduekwe UN, Baird P, Ehrenfeld JM. Ensuring Medical Device Safety: The Role of Standards Organizations and Regulatory Bodies. J Med Syst 2025; 49:16. [PMID: 39862365 DOI: 10.1007/s10916-025-02150-x] [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: 12/16/2024] [Accepted: 01/21/2025] [Indexed: 01/27/2025]
Abstract
Medical devices significantly enhance healthcare by integrating advanced technology to improve patient outcomes. Ensuring their safety and reliability requires a delicate balance between innovation and rigorous oversight, managed through the collaborative efforts of standards development organizations, standards accrediting organizations, and regulatory agencies such as the U.S. Food and Drug Administration (FDA) and the European Medicines Agency (EMA). This article explores the historical evolution of medical device regulation, the role of standards organizations, and the impact of regulatory practices on device safety. Highlighting the critical need for stringent regulations, informed by instances where medical devices caused patient harm, we discuss the processes and collaborations between various international standards and regulatory frameworks that ensure device safety and effectiveness. This comprehensive review addresses the complexities of regulatory compliance and standardization, aiming to bridge the knowledge gap among healthcare providers and enhance the implementation of safety standards in medical technology.
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Affiliation(s)
- Andres E Daryanani
- Advancing a Healthier Wisconsin Endowment, Medical College of Wisconsin, Milwaukee, WI, USA.
| | - Ugwuji N Maduekwe
- Advancing a Healthier Wisconsin Endowment, Medical College of Wisconsin, Milwaukee, WI, USA
- Division of Surgical Oncology, Department of Surgery, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Pat Baird
- Philips Healthcare, Pleasant Prairie, WI, USA
| | - Jesse M Ehrenfeld
- Advancing a Healthier Wisconsin Endowment, Medical College of Wisconsin, Milwaukee, WI, USA
- Department of Anesthesiology, Medical College of Wisconsin, Milwaukee, WI, USA
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14
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Peñarrubia-Ortiz S, Calvo E. European medical devices regulation: a plea for ensuring safety without slowing access to innovation. J Shoulder Elbow Surg 2025; 34:332-336. [PMID: 39326657 DOI: 10.1016/j.jse.2024.08.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2024] [Revised: 08/16/2024] [Accepted: 08/19/2024] [Indexed: 09/28/2024]
Affiliation(s)
- Salvador Peñarrubia-Ortiz
- Shoulder and Elbow Reconstructive Surgery Unit, Department of Orthopedic Surgery and Traumatology, Hospital Universitario Fundación Jimenez Diaz, Universidad Autónoma, Madrid, Spain
| | - Emilio Calvo
- Shoulder and Elbow Reconstructive Surgery Unit, Department of Orthopedic Surgery and Traumatology, Hospital Universitario Fundación Jimenez Diaz, Universidad Autónoma, Madrid, Spain.
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15
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Buenz EJ, Wallace VM, Levy Friedman S. Requirements to bring a medical device to market. Trends Biotechnol 2025; 43:4-7. [PMID: 39179465 DOI: 10.1016/j.tibtech.2024.07.016] [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: 04/23/2024] [Revised: 07/10/2024] [Accepted: 07/29/2024] [Indexed: 08/26/2024]
Abstract
A roadmap for medical device innovators is presented that highlights the essential steps for regulatory authorization, market access, and reimbursement strategies in the USA, with a focus on strategic planning for commercial success, underscoring the integration of regulatory and market access considerations from the initial development of a medical device.
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Affiliation(s)
- Eric J Buenz
- Mayo Clinic, Rochester, MN, USA; Device Navigator, Motueka, New Zealand; Nelson Marlborough Institute of Technology, Nelson, New Zealand.
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16
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Darrow JJ, Van de Wiele V, Beran D, Kesselheim AS. An Empirical Review of Key Glucose Monitoring Devices: Product Iterations and Patent Protection. J Diabetes Sci Technol 2025; 19:84-90. [PMID: 37272495 PMCID: PMC11688697 DOI: 10.1177/19322968231178016] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
INTRODUCTION Each year, people with diabetes and their insurers or governments spend billions of dollars on blood glucose monitors and their associated components. These monitors have evolved substantially since their introduction in the 1970s, and manufacturers frequently protect original medical devices and their modifications by applying for and obtaining patent protection. RESEARCH DESIGN AND METHODS We tracked the product iterations of five widely used blood glucose monitors-manufactured by LifeScan, Dexcom, Abbott, Roche, and Trividia-from information published by the U.S. Food and Drug Administration (FDA), and extracted relevant U.S. patents. RESULTS We found 384 products made by the five manufacturers of interest, including 130 devices cleared through the 510(k) pathway, 251 approved via the premarket approval (PMA) pathway or via PMA supplements, and three for which de novo requests were granted. We identified 8095 patents potentially relevant to these devices, 2469 (31%) of which were likely to have expired by July 2021. CONCLUSIONS Manufacturers of blood glucose monitoring systems frequently modified their devices and obtained patent protection related to these device modifications. The therapeutic value of these new modifications should be critically evaluated and balanced against their additional cost. Older glucose monitoring devices that were marketed in decades past are now in the public domain and no longer protected by patents. Newer devices will join them as their patents expire. Increased demand from people with diabetes and the health care system for older, off-patent devices would provide an incentive for the medical device industry to make these devices more widely available, enabling good care at lower cost when such devices are substantially equivalent in effectiveness and safety. In turn, availability and awareness of older, off-patent devices could help stimulate such demand.
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Affiliation(s)
- Jonathan J. Darrow
- Program On Regulation, Therapeutics, And Law, Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Victor Van de Wiele
- Program On Regulation, Therapeutics, And Law, Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- University of Cambridge, Cambridge, UK
| | - David Beran
- Division of Tropical and Humanitarian Medicine, University of Geneva, Geneva, Switzerland
| | - Aaron S. Kesselheim
- Program On Regulation, Therapeutics, And Law, Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
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17
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Zanelli S, Agnoletti D, Alastruey J, Allen J, Bianchini E, Bikia V, Boutouyrie P, Bruno RM, Climie R, Djeldjli D, Gkaliagkousi E, Giudici A, Gopcevic K, Grillo A, Guala A, Hametner B, Joseph J, Karimpour P, Kodithuwakku V, Kyriacou PA, Lazaridis A, Lønnebakken MT, Martina MR, Mayer CC, Nabeel PM, Navickas P, Nemcsik J, Orter S, Park C, Pereira T, Pucci G, Rey ABA, Salvi P, Seabra ACG, Seeland U, van Sloten T, Spronck B, Stansby G, Steens I, Stieglitz T, Tan I, Veerasingham D, Wassertheurer S, Weber T, Westerhof BE, Charlton PH. Developing technologies to assess vascular ageing: a roadmap from VascAgeNet. Physiol Meas 2024; 45:121001. [PMID: 38838703 PMCID: PMC11697036 DOI: 10.1088/1361-6579/ad548e] [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: 08/22/2023] [Revised: 03/15/2024] [Accepted: 06/05/2024] [Indexed: 06/07/2024]
Abstract
Vascular ageing (vascular ageing) is the deterioration of arterial structure and function which occurs naturally with age, and which can be accelerated with disease. Measurements of vascular ageing are emerging as markers of cardiovascular risk, with potential applications in disease diagnosis and prognosis, and for guiding treatments. However, vascular ageing is not yet routinely assessed in clinical practice. A key step towards this is the development of technologies to assess vascular ageing. In this Roadmap, experts discuss several aspects of this process, including: measurement technologies; the development pipeline; clinical applications; and future research directions. The Roadmap summarises the state of the art, outlines the major challenges to overcome, and identifies potential future research directions to address these challenges.
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Affiliation(s)
- Serena Zanelli
- Laboratoire Analyse, Géométrie et Applications, Université Sorbonne Paris Nord, Paris, France
- Axelife, Paris, France
| | - Davide Agnoletti
- Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
- IRCCS Azienda Ospedaliero-Universitaria di Bologna Policlinico Sant’Orsola, Bologna, Italy
- Cardiovascular Medicine Unit, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy
| | - Jordi Alastruey
- Department of Biomedical Engineering, School of Biomedical Engineering and Imaging Sciences, King’s College London, London SE1 7EU, United Kingdom
| | - John Allen
- Research Centre for Intelligent Healthcare, Coventry University, Coventry CV1 5RW, United Kingdom
- Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, United Kingdom
| | - Elisabetta Bianchini
- Institute of Clinical Physiology, Italian National Research Council (CNR), Pisa, Italy
| | - Vasiliki Bikia
- Stanford University, Stanford, California, United States
- Swiss Federal Institute of Technology of Lausanne, Lausanne, Switzerland
| | - Pierre Boutouyrie
- INSERM U970 Team 7, Paris Cardiovascular Research Centre
- PARCC, University Paris Descartes, AP-HP, Pharmacology Unit, Hôpital Européen Georges Pompidou, 56
Rue Leblanc, Paris 75015, France
| | - Rosa Maria Bruno
- INSERM U970 Team 7, Paris Cardiovascular Research Centre
- PARCC, University Paris Descartes, AP-HP, Pharmacology Unit, Hôpital Européen Georges Pompidou, 56
Rue Leblanc, Paris 75015, France
| | - Rachel Climie
- Menzies Institute for Medical Research, University of Tasmania, Hobart, Australia
| | | | | | - Alessandro Giudici
- Department of Biomedical Engineering, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University, Maastricht, Netherlands
- GROW Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands
| | | | - Andrea Grillo
- Department of Medical, Surgical and Health Sciences, University of Trieste, Trieste, Italy
| | - Andrea Guala
- Vall d’Hebron Institut de Recerca (VHIR), Barcelona, Spain
- CIBER-CV, Instituto de Salud Carlos III, Madrid, Spain
| | - Bernhard Hametner
- Center for Health & Bioresources, Medical Signal Analysis, AIT Austrian Institute of Technology GmbH, Vienna, Austria
| | - Jayaraj Joseph
- Department of Electrical Engineering, Indian Institute of Technology Madras, Chennai 600 036, India
| | - Parmis Karimpour
- Research Centre for Biomedical Engineering, City, University of London, London EC1V 0HB, United Kingdom
| | | | - Panicos A Kyriacou
- Research Centre for Biomedical Engineering, City, University of London, London EC1V 0HB, United Kingdom
| | - Antonios Lazaridis
- Faculty of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Mai Tone Lønnebakken
- Department of Heart Disease, Haukeland University Hospital and Department of Clinical Science, University of Bergen, Bergen, Norway
| | | | - Christopher Clemens Mayer
- Center for Health & Bioresources, Medical Signal Analysis, AIT Austrian Institute of Technology GmbH, Vienna, Austria
| | - P M Nabeel
- Healthcare Technology Innovation Centre, IIT Madras, Chennai 600 113, India
| | - Petras Navickas
- Clinic of Cardiac and Vascular Diseases, Faculty of Medicine, Vilnius University, Vilnius, Lithuania
| | - János Nemcsik
- Department of Family Medicine, Semmelweis University, Budapest, Hungary
| | - Stefan Orter
- Center for Health & Bioresources, Medical Signal Analysis, AIT Austrian Institute of Technology GmbH, Vienna, Austria
| | - Chloe Park
- MRC Unit for Lifelong Health and Ageing at UCL, 1–19 Torrington Place, London WC1E 7HB, UK
| | - Telmo Pereira
- Polytechnic University of Coimbra, Coimbra Health School, Rua 5 de Outubro—S. Martinho do Bispo, Apartado 7006, 3046-854 Coimbra, Portugal
| | - Giacomo Pucci
- Department of Medicine and Surgery, University of Perugia, Perugia, Italy
- Unit of Internal Medicine, ‘Santa Maria’ Terni Hospital, Terni, Italy
| | - Ana Belen Amado Rey
- Laboratory for Biomedical Microtechnology, Department of Microsystems Engineering—IMTEK, IMBIT—NeuroProbes, BrainLinks-BrainTools Center, University of Freiburg, Freiburg, Germany
| | - Paolo Salvi
- Istituto Auxologico Italiano, IRCCS, Milan, Italy
| | - Ana Carolina Gonçalves Seabra
- Laboratory for Biomedical Microtechnology, Department of Microsystems Engineering—IMTEK, IMBIT—NeuroProbes, BrainLinks-BrainTools Center, University of Freiburg, Freiburg, Germany
| | - Ute Seeland
- Institute of Social Medicine, Epidemiology and Health Economics, Charitè—Universitätsmedizin Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Thomas van Sloten
- Department of Vascular Medicine, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Bart Spronck
- Department of Biomedical Engineering, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University, Maastricht, Netherlands
- Macquarie Medical School, Faculty of Medicine, Health and Human Sciences, Macquarie University,
Sydney, Australia
| | - Gerard Stansby
- Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, United Kingdom
- Northern Vascular Centre, Freeman Hospital, Newcastle upon Tyne NE7 7DN, United Kingdom
| | - Indra Steens
- Department of Internal Medicine, Maastricht University, Maastricht, The Netherlands
| | - Thomas Stieglitz
- Laboratory for Biomedical Microtechnology, Department of Microsystems Engineering—IMTEK, IMBIT—NeuroProbes, BrainLinks-BrainTools Center, University of Freiburg, Freiburg, Germany
- Bernstein Center Freiburg, University of Freiburg, Freiburg, Germany
| | - Isabella Tan
- Macquarie University, Sydney, Australia
- The George Institute for Global Health, Sydney, Australia
| | | | - Siegfried Wassertheurer
- Center for Health & Bioresources, Medical Signal Analysis, AIT Austrian Institute of Technology GmbH, Vienna, Austria
| | - Thomas Weber
- Cardiology Department, Klinikum Wels-Grieskirchen, Wels, Austria
| | - Berend E Westerhof
- Department of Pulmonary Medicine, Amsterdam Cardiovascular Sciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Department of Neonatology, Radboud University Medical Center, Radboud Institute for Health Sciences, Amalia Children’s Hospital, Nijmegen, The Netherlands
| | - Peter H Charlton
- Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, United Kingdom
- Research Centre for Biomedical Engineering, City, University of London, London EC1V 0HB, United Kingdom
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18
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Tong G, Geng Q, Hu C. Evolutionary game analysis on the regulation of medical devices used in health services delivery. Sci Rep 2024; 14:31429. [PMID: 39733118 PMCID: PMC11682335 DOI: 10.1038/s41598-024-83068-1] [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: 03/29/2024] [Accepted: 12/11/2024] [Indexed: 12/30/2024] Open
Abstract
Medical devices (MDs) play a critical role in healthcare delivery while also bringing potential medical risks and unintended harms to patients. Although government regulation is well recognized as a critical and essential function for ensuring the safety of MDs in many countries, the supplementary role that hospitals play is often neglected. This paper constructs a tripartite evolutionary game model involving the government, hospitals, and MDs enterprises to explore their strategic behaviors of MDs regulation in healthcare delivery. We performed theoretical analysis and numerical simulations to examine the stability of stakeholders' strategy selections. Our results reveal that: (1) Evolutionarily stable strategy (ESS) can be reached under specific revenue conditions for the government, hospitals, and MDs enterprises. (2) Penalty intensities largely affect the convergence rates of hospital strict management and enterprise quality improvement strategies. (3) Whistleblowing is an efficient factor to influence strategy selections of the hospital and MDs enterprise. Based on these findings, we propose policy recommendations to enhance MDs regulation effectiveness, including encouraging hospitals' engagement in regulation, promoting whistleblowing with more public participation, balancing penalty systems, and strengthening multi-party cooperation.
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Affiliation(s)
- Guixian Tong
- School of Management, Hefei University of Technology, Hefei, People's Republic of China.
- Division of Life Sciences and Medicine, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei, People's Republic of China.
| | - Qingqing Geng
- The First Affiliated Hospital of Anhui, University of Traditional Chinese Medicine, Anhui University of Traditional Chinese Medicine, Hefei, People's Republic of China
| | - Chaoming Hu
- School of Management, Hefei University of Technology, Hefei, People's Republic of China.
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19
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Lai CL, Karmakar R, Mukundan A, Natarajan RK, Lu SC, Wang CY, Wang HC. Advancing hyperspectral imaging and machine learning tools toward clinical adoption in tissue diagnostics: A comprehensive review. APL Bioeng 2024; 8. [DOI: https:/doi.org/10.1063/5.0240444] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/02/2025] Open
Abstract
Hyperspectral imaging (HSI) has become an evident transformative apparatus in medical diagnostics. The review aims to appraise the present advancement and challenges in HSI for medical applications. It features a variety of medical applications namely diagnosing diabetic retinopathy, neurodegenerative diseases like Parkinson's and Alzheimer's, which illustrates its effectiveness in early diagnosis, early caries detection in periodontal disease, and dermatology by detecting skin cancer. Regardless of these advances, the challenges exist within every aspect that limits its broader clinical adoption. It has various constraints including difficulties with technology related to the complexity of the HSI system and needing specialist training, which may act as a drawback to its clinical settings. This article pertains to potential challenges expressed in medical applications and probable solutions to overcome these constraints. Successful companies that perform advanced solutions with HSI in terms of medical applications are being emphasized in this study to signal the high level of interest in medical diagnosis for systems to incorporate machine learning ML and artificial intelligence AI to foster precision diagnosis and standardized clinical workflow. This advancement signifies progressive possibilities of HSI in real-time clinical assessments. In conclusion despite HSI has been presented as a significant advanced medical imaging tool, addressing its limitations and probable solutions is for broader clinical adoption.
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Affiliation(s)
- Chun-Liang Lai
- Division of Pulmonology and Critical Care, Department of Internal Medicine, Dalin Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation 1 , No. 2, Minsheng Road, Dalin, Chiayi 62247,
- Public School of Medicine, Tzu Chi University 2 , 701 Zhongyang Rd., Sec. 3, Hualien 97004,
| | - Riya Karmakar
- Department of Mechanical Engineering, National Chung Cheng University 3 , 168, University Road, Min Hsiung, Chiayi City 62102,
| | - Arvind Mukundan
- Department of Mechanical Engineering, National Chung Cheng University 3 , 168, University Road, Min Hsiung, Chiayi City 62102,
| | - Ragul Kumar Natarajan
- Department of Biotechnology, Karpagam Academy of Higher Education 4 , Salem - Kochi Hwy, Eachanari, Coimbatore, Tamil Nadu 641021,
| | - Song-Cun Lu
- Department of Mechanical Engineering, National Chung Cheng University 3 , 168, University Road, Min Hsiung, Chiayi City 62102,
| | - Cheng-Yi Wang
- Department of Gastroenterology, Kaohsiung Armed Forces General Hospital 5 , 2, Zhongzheng 1st. Rd., Kaohsiung City 80284,
| | - Hsiang-Chen Wang
- Department of Mechanical Engineering, National Chung Cheng University 3 , 168, University Road, Min Hsiung, Chiayi City 62102,
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20
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Kadakia KT, Bikdeli B, Gupta A, Dhruva SS, Ross JS, Krumholz HM. Information Disclosure, Medical Device Regulation, and Device Safety: The Case of Cook Celect IVC Filters. Ann Intern Med 2024; 177:1711-1718. [PMID: 39556835 DOI: 10.7326/annals-24-00089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/20/2024] Open
Abstract
Although medical devices are widely used in clinical practice, clinicians and the public have limited access to information on how devices are tested, regulated, and used, posing challenges to patient safety. This article uses Cook Medical's Celect inferior vena cava (IVC) filter, a medical device used for prevention of pulmonary embolism, as a case study of the transparency gap in medical device regulation. Recently unsealed court documents from litigation related to Celect reveal that the device's clinical study protocol did not follow U.S. Food and Drug Administration (FDA) guidance for IVC filter testing and that study outcome definitions for IVC perforation had lower sensitivity for detecting adverse events than those recommended by professional societies. Furthermore, a comparison of court documents and the public record indicates that adverse events and patient deaths were misreported to FDA reviewers and were inaccurately reported in the published literature and on the device label, providing patients and clinicians with inaccurate information about the device's safety. The Celect IVC filter case demonstrates the need for regulatory reforms to ensure that critical safety data are accessible to the FDA, clinicians, and patients to inform decision making.
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Affiliation(s)
| | - Behnood Bikdeli
- Center for Outcomes Research and Evaluation, Yale New Haven Hospital, New Haven, Connecticut; Cardiovascular Medicine Division, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts; and Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts (B.B.)
| | - Aakriti Gupta
- Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, California (A.G.)
| | - Sanket S Dhruva
- Philip R. Lee Institute for Health Policy Studies, University of California, San Francisco, and Section of Cardiology, Department of Medicine, San Francisco Veterans Affairs Medical Center, San Francisco, California (S.S.D.)
| | - Joseph S Ross
- Center for Outcomes Research and Evaluation, Yale New Haven Hospital; Section of General Internal Medicine and the National Clinician Scholars Program, Department of Internal Medicine, Yale School of Medicine; and Department of Health Policy and Management, Yale School of Public Health, New Haven, Connecticut (J.S.R.)
| | - Harlan M Krumholz
- Center for Outcomes Research and Evaluation, Yale New Haven Hospital; Department of Health Policy and Management, Yale School of Public Health; and Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut (H.M.K.)
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21
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Lai CL, Karmakar R, Mukundan A, Natarajan RK, Lu SC, Wang CY, Wang HC. Advancing hyperspectral imaging and machine learning tools toward clinical adoption in tissue diagnostics: A comprehensive review. APL Bioeng 2024; 8:041504. [PMID: 39660034 PMCID: PMC11629177 DOI: 10.1063/5.0240444] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2024] [Accepted: 11/19/2024] [Indexed: 12/12/2024] Open
Abstract
Hyperspectral imaging (HSI) has become an evident transformative apparatus in medical diagnostics. The review aims to appraise the present advancement and challenges in HSI for medical applications. It features a variety of medical applications namely diagnosing diabetic retinopathy, neurodegenerative diseases like Parkinson's and Alzheimer's, which illustrates its effectiveness in early diagnosis, early caries detection in periodontal disease, and dermatology by detecting skin cancer. Regardless of these advances, the challenges exist within every aspect that limits its broader clinical adoption. It has various constraints including difficulties with technology related to the complexity of the HSI system and needing specialist training, which may act as a drawback to its clinical settings. This article pertains to potential challenges expressed in medical applications and probable solutions to overcome these constraints. Successful companies that perform advanced solutions with HSI in terms of medical applications are being emphasized in this study to signal the high level of interest in medical diagnosis for systems to incorporate machine learning ML and artificial intelligence AI to foster precision diagnosis and standardized clinical workflow. This advancement signifies progressive possibilities of HSI in real-time clinical assessments. In conclusion despite HSI has been presented as a significant advanced medical imaging tool, addressing its limitations and probable solutions is for broader clinical adoption.
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Affiliation(s)
| | - Riya Karmakar
- Department of Mechanical Engineering, National Chung Cheng University, 168, University Road, Min Hsiung, Chiayi City 62102, Taiwan
| | - Arvind Mukundan
- Department of Mechanical Engineering, National Chung Cheng University, 168, University Road, Min Hsiung, Chiayi City 62102, Taiwan
| | - Ragul Kumar Natarajan
- Department of Biotechnology, Karpagam Academy of Higher Education, Salem - Kochi Hwy, Eachanari, Coimbatore, Tamil Nadu 641021, India
| | - Song-Cun Lu
- Department of Mechanical Engineering, National Chung Cheng University, 168, University Road, Min Hsiung, Chiayi City 62102, Taiwan
| | - Cheng-Yi Wang
- Department of Gastroenterology, Kaohsiung Armed Forces General Hospital, 2, Zhongzheng 1st. Rd., Kaohsiung City 80284, Taiwan
| | - Hsiang-Chen Wang
- Department of Mechanical Engineering, National Chung Cheng University, 168, University Road, Min Hsiung, Chiayi City 62102, Taiwan
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22
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Ma X, Tian Y, Yang R, Wang H, Allahou LW, Chang J, Williams G, Knowles JC, Poma A. Nanotechnology in healthcare, and its safety and environmental risks. J Nanobiotechnology 2024; 22:715. [PMID: 39548502 PMCID: PMC11566612 DOI: 10.1186/s12951-024-02901-x] [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: 07/22/2024] [Accepted: 10/03/2024] [Indexed: 11/18/2024] Open
Abstract
Nanotechnology holds immense promise in revolutionising healthcare, offering unprecedented opportunities in diagnostics, drug delivery, cancer therapy, and combating infectious diseases. This review explores the multifaceted landscape of nanotechnology in healthcare while addressing the critical aspects of safety and environmental risks associated with its widespread application. Beginning with an introduction to the integration of nanotechnology in healthcare, we first delved into its categorisation and various materials employed, setting the stage for a comprehensive understanding of its potential. We then proceeded to elucidate the diverse healthcare applications of nanotechnology, spanning medical diagnostics, tissue engineering, targeted drug delivery, gene delivery, cancer therapy, and the development of antimicrobial agents. The discussion extended to the current situation surrounding the clinical translation and commercialisation of these cutting-edge technologies, focusing on the nanotechnology-based healthcare products that have been approved globally to date. We also discussed the safety considerations of nanomaterials, both in terms of human health and environmental impact. We presented the in vivo health risks associated with nanomaterial exposure, in relation with transport mechanisms, oxidative stress, and physical interactions. Moreover, we highlighted the environmental risks, acknowledging the potential implications on ecosystems and biodiversity. Lastly, we strived to offer insights into the current regulatory landscape governing nanotechnology in healthcare across different regions globally. By synthesising these diverse perspectives, we underscore the imperative of balancing innovation with safety and environmental stewardship, while charting a path forward for the responsible integration of nanotechnology in healthcare.
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Affiliation(s)
- Xiaohan Ma
- Division of Biomaterials and Tissue Engineering, Eastman Dental Institute, Royal Free Hospital, University College London, Rowland Hill Street, London, NW3 2PF, UK.
| | - Yaxin Tian
- United InnoMed (Shanghai) Limited, F/2, E-1, No.299, Kangwei Rd, Pudong District, Shanghai, China
| | - Ren Yang
- Division of Biomaterials and Tissue Engineering, Eastman Dental Institute, Royal Free Hospital, University College London, Rowland Hill Street, London, NW3 2PF, UK
| | - Haowei Wang
- Centre for Precision Healthcare, UCL Division of Medicine, University College London, London, WC1E 6JF, UK
| | - Latifa W Allahou
- Division of Biomaterials and Tissue Engineering, Eastman Dental Institute, Royal Free Hospital, University College London, Rowland Hill Street, London, NW3 2PF, UK
- UCL School of Pharmacy, University College London, 29-39 Brunswick Square, London, WC1N 1AX, UK
| | - Jinke Chang
- UCL Centre for Biomaterials in Surgical Reconstruction and Regeneration, Division of Surgery & Interventional Science, University College London, London, NW3 2PF, UK
| | - Gareth Williams
- UCL School of Pharmacy, University College London, 29-39 Brunswick Square, London, WC1N 1AX, UK
| | - Jonathan C Knowles
- Division of Biomaterials and Tissue Engineering, Eastman Dental Institute, Royal Free Hospital, University College London, Rowland Hill Street, London, NW3 2PF, UK
- Department of Nanobiomedical Science and BK21 PLUS NBM Global Research Center for Regenerative Med-Icine, Dankook University, Cheonan, 31116, South Korea
- UCL Eastman-Korea Dental Medicine Innovation Centre, Dankook University, Cheonan, 31116, South Korea
| | - Alessandro Poma
- Division of Biomaterials and Tissue Engineering, Eastman Dental Institute, Royal Free Hospital, University College London, Rowland Hill Street, London, NW3 2PF, UK.
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Maor M, Shoenfeld Y. Conflicting interpretations and FDA reputation: the case of post-market surveillance of breast implants. Front Med (Lausanne) 2024; 11:1475992. [PMID: 39568744 PMCID: PMC11576312 DOI: 10.3389/fmed.2024.1475992] [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: 08/09/2024] [Accepted: 10/24/2024] [Indexed: 11/22/2024] Open
Abstract
Conflicting interpretations regarding the severity of the adverse effects associated with FDA-approved drugs and therapies are common among the United States Food and Drug Administration (FDA), the medical community, patients, and the general public. However, scholars have paid little attention to how these conflicting interpretations may affect the FDA's reputation for facilitating inclusive dialogue between competing policy actors. Focusing on breast implants, a medical device characterized by a stormy regulatory past, we observe that the design properties of post-market surveillance are adjusted to low-quality information. Such information-gathering mechanisms likely lead to underreporting by medical practitioners and patients, thus resulting in low-quality data. Given that the FDA cannot rely on congressional appropriations to ensure a stable flow of funding, the confusion and uncertainty created by conflicting interpretations enhance the FDA's ability to appeal to different audiences simultaneously and thereby secure funding from industry-based user fees. This strategy may persist until the FDA's reputation is challenged by critical information regarding adverse effects and the ensuing potentially negative media coverage. A stable appropriation-based funding model will likely encourage stronger post-market surveillance of medical devices.
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Affiliation(s)
- Moshe Maor
- Lauder School of Government, Diplomacy and Strategy, Reichman University, Herzliya, Israel
| | - Yehuda Shoenfeld
- Zabludowicz Center for Autoimmune Diseases, Sheba Medical Center, Tel-Hashomer, Israel
- Dina Recanati School of Medicine, Reichman University, Herzelia, Israel
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Kadakia KT, Rathi VK, Dhruva SS, Ross JS, Krumholz HM. Modernizing Medical Device Regulation: Challenges and Opportunities for the 510(k) Clearance Process. Ann Intern Med 2024; 177:1558-1565. [PMID: 39374526 DOI: 10.7326/annals-24-00728] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/09/2024] Open
Abstract
Nearly all medical devices reviewed by the U.S. Food and Drug Administration (FDA) are authorized via the 510(k) clearance process. Established in 1976, this review pathway bases authorizations on the comparability of new devices to previously authorized devices ("predicates"). This evaluation usually does not require clinical evidence of safety and effectiveness. Advocates of the 510(k) clearance process tout its support for device innovation and rapid market access, and critics of the 510(k) clearance process express that it may inadequately protect patient safety. In September 2023, the FDA issued 3 guidance documents that, if finalized, would significantly change medical device regulation. This article provides clinical and regulatory context for the proposed guidance documents, which focus on predicate selection, clinical testing requirements, and implantable devices, and identifies opportunities for further reforms that promote transparency and patient safety.
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Affiliation(s)
| | - Vinay K Rathi
- Department of Otolaryngology - Head and Neck Surgery, The Ohio State University College of Medicine, Columbus, Ohio (V.K.R.)
| | - Sanket S Dhruva
- Philip R. Lee Institute for Health Policy Studies, University of California, San Francisco, and Section of Cardiology, Department of Medicine, San Francisco Veterans Affairs Medical Center, San Francisco, California (S.S.D.)
| | - Joseph S Ross
- Section of General Internal Medicine, Department of Internal Medicine, and Yale Collaboration for Regulatory Rigor, Integrity, and Transparency, Yale School of Medicine, and Center for Outcomes Research and Evaluation, Yale New Haven Hospital, New Haven, Connecticut (J.S.R.)
| | - Harlan M Krumholz
- Center for Outcomes Research and Evaluation, Yale New Haven Hospital, Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, and Department of Health Policy and Management, Yale School of Public Health, New Haven, Connecticut (H.M.K.)
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See C, Mooghali M, Dhruva SS, Ross JS, Krumholz HM, Kadakia KT. Class I Recalls of Cardiovascular Devices Between 2013 and 2022 : A Cross-Sectional Analysis. Ann Intern Med 2024; 177:1499-1508. [PMID: 39284187 DOI: 10.7326/annals-24-00724] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/20/2024] Open
Abstract
BACKGROUND Cardiovascular devices account for one third of all Class I recalls, the U.S. Food and Drug Administration's (FDA) most severe designation, indicating a reasonable probability of "serious adverse health consequences or death." Understanding recalls and their causes is important for patient safety. OBJECTIVE To characterize Class I recalls of cardiovascular devices and the clinical evidence supporting authorization. DESIGN In this cross-sectional study, cardiovascular device recalls from 1 January 2013 through 31 December 2022 were identified using the FDA's annual log. Information about devices was extracted from publicly available FDA decision summaries. SETTING The FDA Medical Device Recalls database. PARTICIPANTS Cardiovascular devices with Class I recalls. MEASUREMENTS Recalls were characterized by their causes and scope. Devices were characterized by their regulatory history (product code, special designations) and clinical evidence (premarket testing, postmarket surveillance). Clinical studies were analyzed for quality, including end point selection (clinical vs. surrogate, use of composites). RESULTS From 2013 to 2022, there were 137 Class I recall events affecting 157 unique cardiovascular devices, of which 112 (71.3%) were moderate-risk 510(k) devices and 45 (28.7%) were high-risk premarket approval (PMA) devices. Recalls affected a median of 7649 units (IQR, 953 to 28 446) and were most commonly attributed to device design (43 [31.4%]). Forty-two (26.8%) devices had multiple Class I recalls. Thirty (19.1%) devices underwent premarket clinical testing (7 [6.2%] 510(k) devices, 17 [85.0%] PMA devices, and 6 [24.0%] PMA supplement devices). Most studies used surrogate (27 [79.4%]) and composite (24 [70.6%]) measures as primary end points. Twenty-two (48.9%) PMA devices had required postapproval studies, with 14 reporting delays. No 510(k) devices were subject to postmarket surveillance. LIMITATION Details about clinical testing may be missing from FDA summaries. CONCLUSION Cardiovascular devices with Class I recalls were infrequently subjected to premarket or postmarket testing, with recalls affecting thousands of patients annually. PRIMARY FUNDING SOURCE None.
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Affiliation(s)
- Claudia See
- Department of Medicine, University of California, San Francisco, San Francisco, California (C.S.)
| | - Maryam Mooghali
- Section of General Medicine, Department of Medicine, Yale School of Medicine, New Haven, Connecticut (M.M.)
| | - Sanket S Dhruva
- Philip R. Lee Institute for Health Policy Studies, University of California, San Francisco, and Section of Cardiology, Department of Medicine, San Francisco Veterans Affairs Medical Center, San Francisco, California (S.S.D.)
| | - Joseph S Ross
- Section of General Medicine, Department of Medicine, Yale School of Medicine, and Department of Health Policy and Management, Yale School of Public Health, New Haven, Connecticut (J.S.R.)
| | - Harlan M Krumholz
- Department of Health Policy and Management, Yale School of Public Health; Center for Outcomes Research and Evaluation, Yale New Haven Hospital; and Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut (H.M.K.)
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Shi L, Xuan D, Jakovljevic M. A review on the evolving environment of medical device real-world evidence regulation on market access in the USA. COST EFFECTIVENESS AND RESOURCE ALLOCATION 2024; 22:75. [PMID: 39456032 PMCID: PMC11515808 DOI: 10.1186/s12962-024-00582-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2024] [Accepted: 10/12/2024] [Indexed: 10/28/2024] Open
Affiliation(s)
- Lizheng Shi
- School of Public Health and Tropical Medicine, Health Systems Analytics Research Center, Tulane University, New Orleans, LA, USA
| | - Dennis Xuan
- School of Public Health and Tropical Medicine, Health Systems Analytics Research Center, Tulane University, New Orleans, LA, USA
| | - Mihajlo Jakovljevic
- UNESCO-The World Academy of Sciences TWAS, Trieste, 34100, Italy.
- Shaanxi University of Technology, Hanzhong, 723099, China.
- Department of Global Health Economics and Policy, University of Kragujevac, 34000, Kragujevac, Serbia.
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Sel K, Osman D, Zare F, Masoumi Shahrbabak S, Brattain L, Hahn J, Inan OT, Mukkamala R, Palmer J, Paydarfar D, Pettigrew RI, Quyyumi AA, Telfer B, Jafari R. Building Digital Twins for Cardiovascular Health: From Principles to Clinical Impact. J Am Heart Assoc 2024; 13:e031981. [PMID: 39087582 PMCID: PMC11681439 DOI: 10.1161/jaha.123.031981] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 08/02/2024]
Abstract
The past several decades have seen rapid advances in diagnosis and treatment of cardiovascular diseases and stroke, enabled by technological breakthroughs in imaging, genomics, and physiological monitoring, coupled with therapeutic interventions. We now face the challenge of how to (1) rapidly process large, complex multimodal and multiscale medical measurements; (2) map all available data streams to the trajectories of disease states over the patient's lifetime; and (3) apply this information for optimal clinical interventions and outcomes. Here we review new advances that may address these challenges using digital twin technology to fulfill the promise of personalized cardiovascular medical practice. Rooted in engineering mechanics and manufacturing, the digital twin is a virtual representation engineered to model and simulate its physical counterpart. Recent breakthroughs in scientific computation, artificial intelligence, and sensor technology have enabled rapid bidirectional interactions between the virtual-physical counterparts with measurements of the physical twin that inform and improve its virtual twin, which in turn provide updated virtual projections of disease trajectories and anticipated clinical outcomes. Verification, validation, and uncertainty quantification builds confidence and trust by clinicians and patients in the digital twin and establishes boundaries for the use of simulations in cardiovascular medicine. Mechanistic physiological models form the fundamental building blocks of the personalized digital twin that continuously forecast optimal management of cardiovascular health using individualized data streams. We present exemplars from the existing body of literature pertaining to mechanistic model development for cardiovascular dynamics and summarize existing technical challenges and opportunities pertaining to the foundation of a digital twin.
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Affiliation(s)
- Kaan Sel
- Laboratory for Information & Decision Systems (LIDS)Massachusetts Institute of TechnologyCambridgeMAUSA
| | - Deen Osman
- Department of Electrical and Computer EngineeringTexas A&M UniversityCollege StationTXUSA
| | - Fatemeh Zare
- Department of Electrical and Computer EngineeringTexas A&M UniversityCollege StationTXUSA
| | | | - Laura Brattain
- Lincoln LaboratoryMassachusetts Institute of TechnologyLexingtonMAUSA
| | - Jin‐Oh Hahn
- Department of Mechanical EngineeringUniversity of MarylandCollege ParkMDUSA
| | - Omer T. Inan
- School of Electrical and Computer EngineeringGeorgia Institute of TechnologyAtlantaGAUSA
| | - Ramakrishna Mukkamala
- Department of Bioengineering and Anesthesiology and Perioperative MedicineUniversity of PittsburghPittsburghPAUSA
| | - Jeffrey Palmer
- Lincoln LaboratoryMassachusetts Institute of TechnologyLexingtonMAUSA
| | - David Paydarfar
- Department of NeurologyThe University of Texas at Austin Dell Medical SchoolAustinTXUSA
| | | | - Arshed A. Quyyumi
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Department of MedicineEmory University School of MedicineAtlantaGAUSA
| | - Brian Telfer
- Lincoln LaboratoryMassachusetts Institute of TechnologyLexingtonMAUSA
| | - Roozbeh Jafari
- Laboratory for Information & Decision Systems (LIDS)Massachusetts Institute of TechnologyCambridgeMAUSA
- Department of Electrical and Computer EngineeringTexas A&M UniversityCollege StationTXUSA
- Lincoln LaboratoryMassachusetts Institute of TechnologyLexingtonMAUSA
- School of Engineering MedicineTexas A&M UniversityHoustonTXUSA
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Weissman G, Mankowitz T, Kanter G. Large language model non-compliance with FDA guidance for clinical decision support devices. RESEARCH SQUARE 2024:rs.3.rs-4868925. [PMID: 39315257 PMCID: PMC11419185 DOI: 10.21203/rs.3.rs-4868925/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/25/2024]
Abstract
Large language models (LLMs) show considerable promise for clinical decision support (CDS) but none is currently authorized by the Food and Drug Administration (FDA) as a CDS device. We evaluated whether two popular LLMs could be induced to provide unauthorized, devicelike CDS, in violation of FDA's requirements. We found that LLM output readily produced devicelike decision support across a range of scenarios despite instructions to remain compliant with FDA guidelines.
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Affiliation(s)
| | - Toni Mankowitz
- Leonard D. Schaeffer Center for Health Policy and Economics, University of Southern California, Los Angeles, California, USA
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29
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Svempe L. Exploring Impediments Imposed by the Medical Device Regulation EU 2017/745 on Software as a Medical Device. JMIR Med Inform 2024; 12:e58080. [PMID: 39235850 DOI: 10.2196/58080] [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: 03/05/2024] [Revised: 05/08/2024] [Accepted: 05/25/2024] [Indexed: 09/06/2024] Open
Abstract
In light of rapid technological advancements, the health care sector is undergoing significant transformation with the continuous emergence of novel digital solutions. Consequently, regulatory frameworks must continuously adapt to ensure their main goal to protect patients. In 2017, the new Medical Device Regulation (EU) 2017/745 (MDR) came into force, bringing more complex requirements for development, launch, and postmarket surveillance. However, the updated regulation considerably impacts the manufacturers, especially small- and medium-sized enterprises, and consequently, the accessibility of medical devices in the European Union market, as many manufacturers decide to either discontinue their products, postpone the launch of new innovative solutions, or leave the European Union market in favor of other regions such as the United States. This could lead to reduced health care quality and slower industry innovation efforts. Effective policy calibration and collaborative efforts are essential to mitigate these effects and promote ongoing advancements in health care technologies in the European Union market. This paper is a narrative review with the objective of exploring hindering factors to software as a medical device development, launch, and marketing brought by the new regulation. It exclusively focuses on the factors that engender obstacles. Related regulations, directives, and proposals were discussed for comparison and further analysis.
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Affiliation(s)
- Liga Svempe
- Faculty of Social Sciences, Riga Stradins University, Riga, Latvia
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30
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Burti S, Zotti A, Banzato T. Role of AI in diagnostic imaging error reduction. Front Vet Sci 2024; 11:1437284. [PMID: 39280838 PMCID: PMC11392848 DOI: 10.3389/fvets.2024.1437284] [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: 05/23/2024] [Accepted: 08/21/2024] [Indexed: 09/18/2024] Open
Abstract
The topic of diagnostic imaging error and the tools and strategies for error mitigation are poorly investigated in veterinary medicine. The increasing popularity of diagnostic imaging and the high demand for teleradiology make mitigating diagnostic imaging errors paramount in high-quality services. The different sources of error have been thoroughly investigated in human medicine, and the use of AI-based products is advocated as one of the most promising strategies for error mitigation. At present, AI is still an emerging technology in veterinary medicine and, as such, is raising increasing interest among in board-certified radiologists and general practitioners alike. In this perspective article, the role of AI in mitigating different types of errors, as classified in the human literature, is presented and discussed. Furthermore, some of the weaknesses specific to the veterinary world, such as the absence of a regulatory agency for admitting medical devices to the market, are also discussed.
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Affiliation(s)
- Silvia Burti
- Department of Animal Medicine, Production and Health, University of Padua, Padua, Italy
| | - Alessandro Zotti
- Department of Animal Medicine, Production and Health, University of Padua, Padua, Italy
| | - Tommaso Banzato
- Department of Animal Medicine, Production and Health, University of Padua, Padua, Italy
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31
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Gellasch P, Torraca M, Okun ML. Sleep and Mood Among Women With Histories of Depression When They Used a Responsive Infant Bassinet During the COVID-19 Pandemic. J Obstet Gynecol Neonatal Nurs 2024; 53:406-415. [PMID: 38552674 DOI: 10.1016/j.jogn.2024.02.006] [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: 09/17/2023] [Revised: 02/18/2024] [Accepted: 02/21/2024] [Indexed: 05/14/2024] Open
Abstract
OBJECTIVE To describe the experiences of women with histories of depression who used a responsive infant bassinet during the first 6 months after birth during the COVID-19 pandemic. DESIGN Secondary qualitative descriptive study with analytic expansion. SETTING United States. PARTICIPANTS Women (N = 139) who gave birth up to 6 months previously and had histories of depression. METHODS We used Kyngäs's method of inductive content analysis to analyze 109 open-ended responses that were collected between August 2020 to November 2021 as part of a previously conducted longitudinal study of women who used a responsive bassinet. RESULTS Most participants indicated that the responsive bassinet improved their infants' sleep, which, in turn, subjectively improved their sleep and mood. External stressors and challenges presented barriers to good sleep for the participants and their infants, and participants described how these challenges contributed to their symptoms related to mood. When participants reported that they used the responsive bassinet, they shared that their infants were swaddled in the supine sleep position. Participants who did not use the bassinet commonly reported unsafe sleep practices. We identified seven themes from the data: Improved Maternal Sleep Quality, Barriers to Good Maternal Sleep, Mood and Sleep Go Hand and Hand, External Stressors Impair Mood, Improved Infant Sleep Quality, Barriers to Good Infant Sleep, and Safe Sleep Positioning. CONCLUSION These findings can be used to inform clinicians on how a responsive bassinet may offer women at high risk for postpartum depression improved sleep and instrumental support. Future researchers should use validated measures to objectively evaluate rates of postpartum depression and sleep quality in high-risk women when using a responsive bassinet.
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Swartz HA, Bylsma Ph D LM. Should Psychotherapy Be Approved and Prescribed Like a Drug? Am J Psychother 2024; 77:43-45. [PMID: 38877754 DOI: 10.1176/appi.psychotherapy.20240015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/16/2024]
Affiliation(s)
- Holly A Swartz
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh
| | - Lauren M Bylsma Ph D
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh
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CHO TED, GOWDA VRUSHAB, SCHULZRINNE HENNING, MILLER BRIANJ. Integrated Devices: A New Regulatory Pathway to Promote Revolutionary Innovation. Milbank Q 2024; 102:367-382. [PMID: 38253988 PMCID: PMC11176405 DOI: 10.1111/1468-0009.12692] [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: 06/20/2023] [Revised: 12/03/2023] [Accepted: 01/03/2024] [Indexed: 01/24/2024] Open
Abstract
Policy Points Current medical device regulatory frameworks date back half a century and are ill suited for the next generation of medical devices that involve a significant software component. Existing Food and Drug Administration efforts are insufficient because of a lack of statutory authority, whereas international examples offer lessons for improving and harmonizing domestic medical device regulatory policy. A voluntary alternative pathway built upon two-stage review with individual component review followed by holistic review for integrated devices would provide regulators with new tools to address a changing medical device marketplace.
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Affiliation(s)
- TED CHO
- University of CaliforniaSan FranciscoCaliforniaUSA
| | | | | | - BRIAN J. MILLER
- The Johns Hopkins University School of MedicineBaltimoreUSA
- The Johns Hopkins Carey Business School
- American Enterprise Institute
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Bozuyuk U, Wrede P, Yildiz E, Sitti M. Roadmap for Clinical Translation of Mobile Microrobotics. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2024; 36:e2311462. [PMID: 38380776 DOI: 10.1002/adma.202311462] [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: 10/31/2023] [Revised: 01/24/2024] [Indexed: 02/22/2024]
Abstract
Medical microrobotics is an emerging field to revolutionize clinical applications in diagnostics and therapeutics of various diseases. On the other hand, the mobile microrobotics field has important obstacles to pass before clinical translation. This article focuses on these challenges and provides a roadmap of medical microrobots to enable their clinical use. From the concept of a "magic bullet" to the physicochemical interactions of microrobots in complex biological environments in medical applications, there are several translational steps to consider. Clinical translation of mobile microrobots is only possible with a close collaboration between clinical experts and microrobotics researchers to address the technical challenges in microfabrication, safety, and imaging. The clinical application potential can be materialized by designing microrobots that can solve the current main challenges, such as actuation limitations, material stability, and imaging constraints. The strengths and weaknesses of the current progress in the microrobotics field are discussed and a roadmap for their clinical applications in the near future is outlined.
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Affiliation(s)
- Ugur Bozuyuk
- Physical Intelligence Department, Max Planck Institute for Intelligent Systems, 70569, Stuttgart, Germany
| | - Paul Wrede
- Physical Intelligence Department, Max Planck Institute for Intelligent Systems, 70569, Stuttgart, Germany
- Institute for Biomedical Engineering, ETH Zurich, Zurich, 8093, Switzerland
| | - Erdost Yildiz
- Physical Intelligence Department, Max Planck Institute for Intelligent Systems, 70569, Stuttgart, Germany
| | - Metin Sitti
- Physical Intelligence Department, Max Planck Institute for Intelligent Systems, 70569, Stuttgart, Germany
- School of Medicine and College of Engineering, Koc University, Istanbul, 34450, Turkey
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35
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Szewczyk T, Sinha MS, Gerling J, Zhang JK, Mercier P, Mattei TA. Health Care Fraud and Abuse: Lessons From One of the Largest Scandals of the 21st Century in the Field of Spine Surgery. ANNALS OF SURGERY OPEN 2024; 5:e452. [PMID: 38911625 PMCID: PMC11191893 DOI: 10.1097/as9.0000000000000452] [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: 01/02/2024] [Accepted: 05/17/2024] [Indexed: 06/25/2024] Open
Abstract
Up to hundreds of billions of dollars are annually lost to fraud and abuse in the US health care, making it a significant burden on the system. This study investigates a specific instance of health care fraud in spine surgery, in which a medical device company ended up paying $75 million to settle violations of the False Claims Act. We review the surgical background regarding the kyphoplasty procedure, as well as its billing and reimbursement details. We also explore the official legal complaint brought by the US Department of Justice to tell the story of how one of the most significant medical innovations in spine surgery in the 21st century turned into a widespread fraudulent marketing scheme. In the sequence, we provide a detailed root cause analysis of this scandal and propose some proactive measures that can be taken to avoid such type of unfortunate events. Ultimately, this historical health care scandal constitutes a valuable lesson to surgeons, health care administrators, medical device companies, and policymakers on how misaligned incentives and subsequent unscrupulous practices can transform a medical innovation into an unfortunate tale of fraud and deceit.
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Affiliation(s)
- Thomas Szewczyk
- From the Division of Neurological Surgery, Saint Louis University School of Medicine, Saint Louis, MO
| | - Michael S. Sinha
- Center for Health Law Studies, Saint Louis University School of Law, Saint Louis, MO
| | - Jack Gerling
- From the Division of Neurological Surgery, Saint Louis University School of Medicine, Saint Louis, MO
| | - Justin K. Zhang
- From the Division of Neurological Surgery, Saint Louis University School of Medicine, Saint Louis, MO
- Department of Neurosurgery, University of Utah, Salt Lake City, UT
| | - Philippe Mercier
- From the Division of Neurological Surgery, Saint Louis University School of Medicine, Saint Louis, MO
| | - Tobias A. Mattei
- From the Division of Neurological Surgery, Saint Louis University School of Medicine, Saint Louis, MO
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Athanasopoulos M, Samara P, Athanasopoulos I. Advances in 3D Inner Ear Reconstruction Software for Cochlear Implants: A Comprehensive Review. Methods Protoc 2024; 7:46. [PMID: 38921825 PMCID: PMC11207030 DOI: 10.3390/mps7030046] [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: 04/05/2024] [Revised: 05/15/2024] [Accepted: 05/21/2024] [Indexed: 06/27/2024] Open
Abstract
Auditory impairment stands as a pervasive global issue, exerting significant effects on individuals' daily functioning and interpersonal engagements. Cochlear implants (CIs) have risen as a cutting-edge solution for severe to profound hearing loss, directly stimulating the auditory nerve with electrical signals. The success of CI procedures hinges on precise pre-operative planning and post-operative evaluation, highlighting the significance of advanced three-dimensional (3D) inner ear reconstruction software. Accurate pre-operative imaging is vital for identifying anatomical landmarks and assessing cochlear deformities. Tools like 3D Slicer, Amira and OTOPLAN provide detailed depictions of cochlear anatomy, aiding surgeons in simulating implantation scenarios and refining surgical approaches. Post-operative scans play a crucial role in detecting complications and ensuring CI longevity. Despite technological advancements, challenges such as standardization and optimization persist. This review explores the role of 3D inner ear reconstruction software in patient selection, surgical planning, and post-operative assessment, tracing its evolution and emphasizing features like image segmentation and virtual simulation. It addresses software limitations and proposes solutions, advocating for their integration into clinical practice. Ultimately, this review underscores the impact of 3D inner ear reconstruction software on cochlear implantation, connecting innovation with precision medicine.
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Affiliation(s)
- Michail Athanasopoulos
- Otolaryngology-Head & Neck Surgery, Athens Pediatric Center, 15125 Athens, Greece; (M.A.); (I.A.)
| | - Pinelopi Samara
- Children’s Oncology Unit “Marianna V. Vardinoyannis-ELPIDA”, Aghia Sophia Children’s Hospital, 11527 Athens, Greece
| | - Ioannis Athanasopoulos
- Otolaryngology-Head & Neck Surgery, Athens Pediatric Center, 15125 Athens, Greece; (M.A.); (I.A.)
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Aboy M, Crespo C, Stern A. Beyond the 510(k): The regulation of novel moderate-risk medical devices, intellectual property considerations, and innovation incentives in the FDA's De Novo pathway. NPJ Digit Med 2024; 7:29. [PMID: 38332182 PMCID: PMC10853500 DOI: 10.1038/s41746-024-01021-y] [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: 09/23/2023] [Accepted: 01/18/2024] [Indexed: 02/10/2024] Open
Abstract
Moderate-risk medical devices constitute 99% of those that have been regulated by the U.S. Food and Drug Administration (FDA) since it gained authority to regulate medical technology nearly five decades ago. This article presents an analysis of the interaction between the 510(k) process -the historically dominant path to market for most medical devices- and the De Novo pathway, a more recent alternative that targets more novel devices, including those involving new technologies, diagnostics, hardware, and software. The De Novo pathway holds significant potential for innovators seeking to define new categories of medical devices, as it represents a less burdensome approach than would have otherwise been needed historically. Moreover, it supports the FDA in its effort to modernize the long-established 510(k) pathway by promoting the availability of up-to-date device "predicates" upon which subsequent device applications can be based, reflecting positive spillovers that are likely to encourage manufacturers to adopt current state-of-the-art technologies and modern standards of safety and effectiveness. We analyze the of characteristics all the De Novo classification requests to date, including the submission type, trends, FDA review times, and device types. After characterizing how the De Novo process has been used over time, we discuss its unique challenges and opportunities with respect to medical device software and AI-enabled devices, including considerations for intellectual property, innovation, and competition economics.
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Affiliation(s)
- Mateo Aboy
- Centre for Law, Medicine, and Life Sciences (LML), Faculty of Law, University of Cambridge, Cambridge, UK.
| | - Cristina Crespo
- Centre for Law, Medicine, and Life Sciences (LML), Faculty of Law, University of Cambridge, Cambridge, UK
| | - Ariel Stern
- Harvard Business School and Harvard-MIT Center for Regulatory Science, Boston, MA, USA
- Hasso-Plattner-Institut für Digital Engineering, Potsdam, Germany
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Harkin KR, Sorensen J, Thomas S. Lifecycle evaluation of medical devices: supporting or jeopardizing patient outcomes? A comparative analysis of evaluation models. Int J Technol Assess Health Care 2024; 40:e2. [PMID: 38179661 PMCID: PMC10859834 DOI: 10.1017/s026646232300274x] [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: 11/28/2022] [Revised: 10/16/2023] [Accepted: 11/14/2023] [Indexed: 01/06/2024]
Abstract
OBJECTIVES Lack of evidence regarding safety and effectiveness at market entry is driving the need to consider adopting a lifecycle approach to evaluating medical devices, but it is unclear what lifecycle evaluation means. This research sought to explore the tacit meanings of "lifecycle" and "lifecycle evaluation" as embodied within evaluation models/frameworks used for medical devices. METHODS Drawing on qualitative evidence synthesis methods and using an inductive approach, novel methods were developed to identify, appraise, analyze, and synthesize lifecycle evaluation models used for medical devices. Data was extracted (including purpose; audience; characterization; outputs; timing; and type of model) from key texts for coding, categorization, and comparison, exploring embodied meaning across four broad perspectives. RESULTS Fifty-two models were included in the synthesis. They demonstrated significant heterogeneity of meaning, form, scope, timing, and purpose. The "lifecycle" may represent a single stage, a series of stages, a cycle of innovation, or a system. "Lifecycle evaluation" focuses on the overarching goal of the stakeholder group, and may use a single or repeated evaluation to inform decision-making regarding the adoption of health technologies (Healthcare), resource allocation (Policymaking), investment in new product development or marketing (Trade and Industry), or market regulation (Regulation). The adoption of a lifecycle approach by regulators has resulted in the deferral of evidence generation to the post-market phase. CONCLUSIONS Using a "lifecycle evaluation" approach to inform reimbursement decision-making must not be allowed to further jeopardize evidence generation and patient safety by accepting inadequate evidence of safety and effectiveness for reimbursement decisions.
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Affiliation(s)
- Kathleen R. Harkin
- Centre for Health Policy and Management, Trinity College Dublin (TCD), Dublin, Ireland
| | - Jan Sorensen
- RCSI Healthcare Outcomes Research Centre, School of Population Health, Royal College of Surgeons in Ireland (RCSI), Dublin, Ireland
| | - Steve Thomas
- Centre for Health Policy and Management, Trinity College Dublin (TCD), Dublin, Ireland
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Konnick EQ. Point: The Need for Additional FDA Regulations in Laboratory Medicine. J Appl Lab Med 2024; 9:151-154. [PMID: 38167766 DOI: 10.1093/jalm/jfad084] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Accepted: 09/18/2023] [Indexed: 01/05/2024]
Affiliation(s)
- Eric Q Konnick
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA, United States
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Pacheco-Barrios K, Gianlorenco AC, Camargo L, Dodurgali MR, Tangjade A, Fregni F. Accelerating the development of noninvasive brain stimulation devices: using design thinking to facilitate its clinical use and acceptance. Expert Rev Neurother 2024; 24:5-9. [PMID: 38149610 PMCID: PMC10983014 DOI: 10.1080/14737175.2023.2292733] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 12/05/2023] [Indexed: 12/28/2023]
Affiliation(s)
- Kevin Pacheco-Barrios
- Neuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation Hospital, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
- Vicerrectorado de Investigación, Unidad de Investigación para la Generación y Síntesis de Evidencias en Salud, Universidad San Ignacio de Loyola, Lima, Peru
| | - Anna Carolyna Gianlorenco
- Neuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation Hospital, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
- Department of Physical Therapy, Federal University of Sao Carlos, Sao Carlos, Brazil
| | - Lucas Camargo
- Neuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation Hospital, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Mustafa Reha Dodurgali
- Neuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation Hospital, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Anamon Tangjade
- Neuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation Hospital, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
- Department of Rehabilitation Medicine, Vajira hospital, Navamindradhiraj University, Bangkok, Thailand
| | - Felipe Fregni
- Neuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation Hospital, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
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Dhruva SS, Kesselheim AS, Woloshin S, Ji RZ, Lu Z, Darrow JJ, Redberg RF. Physicians' Perspectives On FDA Regulation Of Drugs And Medical Devices: A National Survey. Health Aff (Millwood) 2024; 43:27-35. [PMID: 38190596 DOI: 10.1377/hlthaff.2023.00466] [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: 01/10/2024]
Abstract
Physicians' knowledge of Food and Drug Administration (FDA) approval processes is important in informing clinical decisions and patient discussions. Among a randomly selected national sample of 509 internists, cardiologists, and oncologists, 41 percent reported moderate or better understanding of the FDA's drug approval process, and 17 percent reported moderate or better understanding of the FDA's medical device approval process. Nearly all physicians thought that randomized, blinded trials that met primary endpoints should be very important factors required to secure regulatory approval. Also, nearly all physicians thought that the FDA should revoke approval for accelerated-approval drugs or breakthrough devices that did not show benefit in postapproval studies. Our findings suggest that physicians commonly lack familiarity with drug and medical device regulatory practices and are under the impression that the data supporting FDA drug and high-risk device approvals are more rigorous than they often are. Physicians would value more rigorous premarket evidence, as well as regulatory action for drugs and devices that do not demonstrate safety and effectiveness in the postmarket setting.
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Affiliation(s)
- Sanket S Dhruva
- Sanket S. Dhruva , University of California San Francisco and San Francisco Veterans Affairs Medical Center, San Francisco, California
| | - Aaron S Kesselheim
- Aaron S. Kesselheim, Brigham and Women's Hospital and Harvard University, Boston, Massachusetts
| | | | - Robin Z Ji
- Robin Z. Ji, University of California San Francisco
| | - Zhigang Lu
- Zhigang Lu, Brigham and Women's Hospital and Harvard University
| | - Jonathan J Darrow
- Jonathan J. Darrow, Brigham and Women's Hospital and Harvard University
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42
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Mejía-Granda CM, Fernández-Alemán JL, Carrillo-de-Gea JM, García-Berná JA. Security vulnerabilities in healthcare: an analysis of medical devices and software. Med Biol Eng Comput 2024; 62:257-273. [PMID: 37789249 PMCID: PMC10758361 DOI: 10.1007/s11517-023-02912-0] [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: 01/10/2023] [Accepted: 08/14/2023] [Indexed: 10/05/2023]
Abstract
The integration of IoT in healthcare has introduced vulnerabilities in medical devices and software, posing risks to patient safety and system integrity. This study aims to bridge the research gap and provide valuable insights for addressing healthcare vulnerabilities and their mitigation mechanisms. Software vulnerabilities related to health systems from 2001 to 2022 were collected from the National Vulnerability Database (NVD) systematized by software developed by the researchers and assessed by a medical specialist for their impact on patient well-being. The analysis revealed electronic health records, wireless infusion pumps, endoscope cameras, and radiology information systems as the most vulnerable. In addition, critical vulnerabilities were identified, including poor credential management and hard-coded credentials. The investigation provides some insights into the consequences of vulnerabilities in health software products, projecting future security issues by 2025, offers mitigation suggestions, and highlights trends in attacks on life support and health systems are also provided. The healthcare industry needs significant improvements in protecting medical devices from cyberattacks. Securing communication channels and network schema and adopting secure software practices is necessary. In addition, collaboration, regulatory adherence, and continuous security monitoring are crucial. Industries, researchers, and stakeholders can utilize these findings to enhance security and safeguard patient safety.
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Affiliation(s)
- Carlos M Mejía-Granda
- Department of Informatics and Systems, Faculty of Computer Science, University of Murcia, 30100, Murcia, Spain.
| | - José L Fernández-Alemán
- Department of Informatics and Systems, Faculty of Computer Science, University of Murcia, 30100, Murcia, Spain
| | - Juan M Carrillo-de-Gea
- Department of Informatics and Systems, Faculty of Computer Science, University of Murcia, 30100, Murcia, Spain
| | - José A García-Berná
- Department of Informatics and Systems, Faculty of Computer Science, University of Murcia, 30100, Murcia, Spain
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43
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Werner RM, Soffa AN. Considerations for the development of a field-based medical device for the administration of adjunctive therapies for snakebite envenoming. Toxicon X 2023; 20:100169. [PMID: 37661997 PMCID: PMC10474190 DOI: 10.1016/j.toxcx.2023.100169] [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: 05/31/2023] [Revised: 07/27/2023] [Accepted: 08/12/2023] [Indexed: 09/05/2023] Open
Abstract
The timely administration of antivenom is the most effective method currently available to reduce the burden of snakebite envenoming (SBE), a neglected tropical disease that most often affects rural agricultural global populations. There is increasing interest in the development of adjunctive small molecule and biologic therapeutics that target the most problematic venom components to bridge the time-gap between initial SBE and the administration antivenom. Unique combinations of these therapeutics could provide relief from the toxic effects of regional groupings of medically relevant snake species. The application a PRISMA/PICO literature search methodology demonstrated an increasing interest in the rapid administration of therapies to improve patient symptoms and outcomes after SBE. Advice from expert interviews and considerations regarding the potential routes of therapy administration, anatomical bite location, and species-specific venom delivery have provided a framework to identify ideal metrics and potential hurdles for the development of a field-based medical device that could be used immediately after SBE to deliver adjunctive therapies. The use of subcutaneous (SC) or intramuscular (IM) injection were identified as potential routes of administration of both small molecule and biologic therapies. The development of a field-based medical device for the delivery of adjunctive SBE therapies presents unique challenges that will require a collaborative and transdisciplinary approach to be successful.
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Chan BCF. The Challenges in Conducting Economic Evaluations for Rehabilitation Technologies. Top Spinal Cord Inj Rehabil 2023; 29:44-52. [PMID: 38174139 PMCID: PMC10759881 DOI: 10.46292/sci23-00035s] [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] [Indexed: 01/05/2024]
Abstract
Background Health technology assessment (HTA) is an important evidentiary component in the decision-making process for the adoption of new healthcare technologies to the healthcare system. Economic evidence is an important consideration in HTAs. Recent systematic reviews in rehabilitation have shown a limited number of economic evaluations and high levels of uncertainty in the results. It is unclear whether there are challenges related to the field of rehabilitation and the technologies used in rehabilitation that inhibit the development of economic evidence. Methods In this study, economic evaluations in rehabilitation were reviewed. This was followed by a summary of the latest evidence on the challenges of conducting HTA for medical devices and the relationship with rehabilitation technologies. Finally, several considerations are suggested to improve the HTA of technologies that target rehabilitation. A literature review of Google Scholar and PubMed was conducted to identify reviews in economic evaluations in rehabilitation. A recent review on the barriers to HTA of medical devices in general was also examined to identify similar concerns with rehabilitation technologies. Results The challenges identified include the lack of high-quality studies, the interaction between the technology and the user, the short product life cycle, and estimation of efficacy in technologies with multiple target populations. Conclusion Overall, many of the challenges in evaluating medical devices also apply to rehabilitation interventions. Further research and discussion on these issues are necessary to increase the clinical evidence for rehabilitation technologies, strengthen the development of HTAs, and facilitate the use of technologies to improve the health of individuals requiring rehabilitation.
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Affiliation(s)
- Brian Chun-Fai Chan
- KITE Research Institute, Toronto Rehabilitation Institute, University Health Network, Toronto, Canada
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Canada
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45
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Wu J, Yao H, Yu L, Li H, Zuo Y, Liu W, Zhang C, Fu C, Liu M. A novel 3D printed type II silk fibroin/polycaprolactone mesh for the treatment of pelvic organ prolapse. Biomater Sci 2023; 11:7203-7215. [PMID: 37750690 DOI: 10.1039/d3bm01158e] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/27/2023]
Abstract
Pelvic organ prolapse (POP) is one of the common diseases in middle-aged and elderly women, caused by weakened pelvic floor muscle ligament tissue support. Pelvic floor reconstruction with mesh implantation has been proven to be an effective treatment for POP. However, traditional non-degradable and inflexible pelvic floor implantation meshes have been associated with pain, vaginal infections, and the need for additional surgeries. In this study, novel meshes with pre-designed structures were fabricated with solution-based electrohydrodynamic printing (EHDP) technology, using a series of polycaprolactone/silk fibroin composites as bioinks. The PCL/SF mesh mechanical performances were particularly enhanced with the addition of silk II, leading it to obtain higher adaptability with soft tissue repair. The mesh containing SF showed more robust degradation performance in the in vitro degradation assay. Furthermore, biocompatibility tests conducted on mouse embryonic fibroblasts (NIH/3T3) revealed enhanced cell affinity. Finally, the biocompatibility and tissue repair properties of PCL/SF mesh were verified through the implantation of meshes in the muscle defect site of mice. The results demonstrated that the 3D printed PCL/SF mesh prepared by EHDP exhibits superior mechanical properties, biocompatibility, biodegradability, as well as ligament and muscle fiber repair ability. The novel implantable meshes are promising for curing POP.
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Affiliation(s)
- Jingya Wu
- Department of Gynecology, Zhuhai People's Hospital (Zhuhai Hospital Affiliated with Jinan University), Zhuhai, 519050, China.
| | - Hai Yao
- Center for Peak of Excellence on Biological Science and Food Engineering, National University of Singapore (Suzhou) Research Institute, Suzhou, 215004, China.
| | - Lili Yu
- Center for Peak of Excellence on Biological Science and Food Engineering, National University of Singapore (Suzhou) Research Institute, Suzhou, 215004, China.
| | - Huawen Li
- Department of Gynecology, Zhuhai People's Hospital (Zhuhai Hospital Affiliated with Jinan University), Zhuhai, 519050, China.
| | - Yan Zuo
- Department of Gynecology, Zhuhai People's Hospital (Zhuhai Hospital Affiliated with Jinan University), Zhuhai, 519050, China.
| | - Wenjun Liu
- Department of Research and Development, Zhejiang Zhongwei Medical Research Center, Hangzhou, 310018, China
| | - Chunye Zhang
- Center for Peak of Excellence on Biological Science and Food Engineering, National University of Singapore (Suzhou) Research Institute, Suzhou, 215004, China.
| | - Caili Fu
- Center for Peak of Excellence on Biological Science and Food Engineering, National University of Singapore (Suzhou) Research Institute, Suzhou, 215004, China.
| | - Mubiao Liu
- Department of Gynecology, Zhuhai People's Hospital (Zhuhai Hospital Affiliated with Jinan University), Zhuhai, 519050, China.
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46
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Ivanovski S, Breik O, Carluccio D, Alayan J, Staples R, Vaquette C. 3D printing for bone regeneration: challenges and opportunities for achieving predictability. Periodontol 2000 2023; 93:358-384. [PMID: 37823472 DOI: 10.1111/prd.12525] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Revised: 07/18/2023] [Accepted: 08/26/2023] [Indexed: 10/13/2023]
Abstract
3D printing offers attractive opportunities for large-volume bone regeneration in the oro-dental and craniofacial regions. This is enabled by the development of CAD-CAM technologies that support the design and manufacturing of anatomically accurate meshes and scaffolds. This review describes the main 3D-printing technologies utilized for the fabrication of these patient-matched devices, and reports on their pre-clinical and clinical performance including the occurrence of complications for vertical bone augmentation and craniofacial applications. Furthermore, the regulatory pathway for approval of these devices is discussed, highlighting the main hurdles and obstacles. Finally, the review elaborates on a variety of strategies for increasing bone regeneration capacity and explores the future of 4D bioprinting and biodegradable metal 3D printing.
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Affiliation(s)
- Saso Ivanovski
- School of Dentistry, Centre for Orofacial Regeneration, Reconstruction and Rehabilitation (COR3), The University of Queensland, Queensland, Herston, Australia
| | - Omar Breik
- Herston Biofabrication Institute, Metro North Hospital and Health Service, Brisbane, Queensland, Australia
| | - Danilo Carluccio
- Herston Biofabrication Institute, Metro North Hospital and Health Service, Brisbane, Queensland, Australia
| | - Jamil Alayan
- School of Dentistry, Centre for Orofacial Regeneration, Reconstruction and Rehabilitation (COR3), The University of Queensland, Queensland, Herston, Australia
| | - Ruben Staples
- School of Dentistry, Centre for Orofacial Regeneration, Reconstruction and Rehabilitation (COR3), The University of Queensland, Queensland, Herston, Australia
| | - Cedryck Vaquette
- School of Dentistry, Centre for Orofacial Regeneration, Reconstruction and Rehabilitation (COR3), The University of Queensland, Queensland, Herston, Australia
- Herston Biofabrication Institute, Metro North Hospital and Health Service, Brisbane, Queensland, Australia
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47
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Quazi S, Narang C, Espinoza JC, Bourgeois FT. Characteristics and Results of Pediatric Medical Device Studies: 2017-2022. Pediatrics 2023; 152:e2022059842. [PMID: 37565273 DOI: 10.1542/peds.2022-059842] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/31/2023] [Indexed: 08/12/2023] Open
Abstract
OBJECTIVES The development of medical devices for children faces unique challenges that have contributed to a paucity of devices specifically designed and tested for children. Increased knowledge on research activities for pediatric devices can guide optimal study design and ensure timely dissemination of clinical findings. METHODS We performed a cross-sectional analysis of interventional studies registered on ClinicalTrials.gov, initiated January 1, 2017, through December 12, 2022, evaluating a Food and Drug Administration-regulated class II or III device, and enrolling any pediatric patients (aged ≤17 years). Data were extracted from ClinicalTrials.gov on study characteristics and from Devices@FDA on device features. For completed studies, we determined whether results were reported in a peer-reviewed publication as of December 27, 2022. RESULTS Among 482 studies, 406 (84.2%) examined a class II device and 76 (15.8%) a class III device. The most common device types were diabetes-related devices (N = 57, 11.8%) and monitors and measurement devices (N = 39, 8.1%). Most studies were single-center (N = 326, 67.6%), used a nonrandomized (N = 255, 52.9%), open label (N = 350, 72.6%) design, and were funded by academic institutions (N = 278, 57.7%) or industry (N = 142, 29.5%). A total of 291 (60.4%) studies included a primary outcome of only efficacy without safety endpoints. Among completed studies, more than half (N = 64, 51.6%) enrolled <50 participants and 71.0% (N = 88) <100. After median follow-up of 3.0 years, results were available in publications for 27 (21.8%) completed studies. CONCLUSIONS Our findings serve to inform programs and initiatives seeking to increase pediatric-specific device development. In addition to considerations on ensuring rigorous trial design, greater focus is needed on timely dissemination of results generated in pediatric device studies.
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Affiliation(s)
- Sabrina Quazi
- Faculty of Medicine, University of Queensland, Queensland, Australia
| | - Claire Narang
- Pediatric Therapeutics and Regulatory Science Initiative, Computational Health Informatics Program, Boston Children's Hospital, Boston, Massachusetts
| | - Juan C Espinoza
- Department of Pediatrics, Children's Hospital Los Angeles, Los Angeles, California
| | - Florence T Bourgeois
- Pediatric Therapeutics and Regulatory Science Initiative, Computational Health Informatics Program, Boston Children's Hospital, Boston, Massachusetts
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
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48
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Miller BJ, Blanks W, Yagi B. The 510(k) Third Party Review Program: Promise and Potential. J Med Syst 2023; 47:93. [PMID: 37642768 PMCID: PMC10465388 DOI: 10.1007/s10916-023-01986-5] [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: 03/09/2023] [Accepted: 08/12/2023] [Indexed: 08/31/2023]
Abstract
Every year, the Food and Drug Administration (FDA) clears approximately 3,000 medical devices for marketing via the 510(k) pathway. These constitute 99% of all devices approved for human use and includes the premarket review of many devices incorporating newer technology such as artificial intelligence (AI), machine learning (ML), and other software. As the complexity of these novel technologies and the number of applications is expected to increase in the coming years, statutory changes such as the 2016 21st Century Cures Act, regulations, and guidance documents have increased both the volume and complexity of device review. Thus, the ability to streamline the review of less complex, low-to-moderate risk devices through the 510(k) pathway will maximize the FDA's capability to address other important, future-oriented regulatory questions. For over twenty five years, third party review organizations have served a defined function to assist with the review of 510(k) applications for a set of enumerated device classes. This paper reviews the history of FDA device regulation, the evolution of the 510(k) review pathway, and the recent history of the 510(k) third party review program. Finally, the paper addresses policy concerns from all stakeholders - including the FDA - along with policy suggestions to improve the third party review program and FDA device regulation writ large.
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Affiliation(s)
- Brian J Miller
- Division of Hospital Medicine, Department of Medicine, The Johns Hopkins University School of Medicine, 600 N. Wolfe Street, Meyer 8-143, Baltimore, MD, 21287, USA.
- The Johns Hopkins Carey Business School, Baltimore, MD, USA.
- American Enterprise Institute, Washington, DC, USA.
| | - William Blanks
- West Virginia University School of Medicine, Morgantown, WV, USA
| | - Brian Yagi
- Division of Hospital Medicine, Department of Medicine, The Johns Hopkins University School of Medicine, 600 N. Wolfe Street, Meyer 8-143, Baltimore, MD, 21287, USA
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49
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White NA, Oude Vrielink TJC, van der Bogt KEA, Cohen AF, Rotmans JI, Horeman T. Question-based development of high-risk medical devices: A proposal for a structured design and review process. Br J Clin Pharmacol 2023; 89:2144-2159. [PMID: 36740771 DOI: 10.1111/bcp.15685] [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: 08/05/2022] [Revised: 01/23/2023] [Accepted: 01/29/2023] [Indexed: 02/07/2023] Open
Abstract
INTRODUCTION The recent introduction of the European Medical Device Regulation poses stricter legislation for manufacturers developing medical devices in the EU. Many devices have been placed into a higher risk category, thus requiring more data before market approval, and a much larger focus has been placed on safety. For implantable and Class III devices, the highest risk class, clinical evidence is a necessity. However, the requirements of clinical study design and developmental outcomes are only described in general terms due to the diversity of devices. METHODS A structured approach to determining the requirements for the clinical development of high-risk medical devices is introduced, utilizing the question-based development framework, which is already used for pharmaceutical drug development. An example of a novel implantable device for haemodialysis demonstrates how to set up a relevant target product profile defining the device requirements and criteria. The framework can be used in the medical device design phase to define specific questions to be answered during the ensuing clinical development, based upon five general questions, specified by the question-based framework. RESULTS The result is a clear and evaluable overview of requirements and methodologies to verify and track these requirements in the clinical development phase. Development organizations will be guided to the optimal route, also to abandon projects destined for failure early on to minimize development risks. CONCLUSION The framework could facilitate communication with funding agencies, regulators and clinicians, while highlighting remaining 'known unknowns' that require answering in the post-market phase after sufficient benefit is established relative to the risks.
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Affiliation(s)
- Nicholas A White
- Department of BioMechanical Engineering, Delft University of Technology, Delft, The Netherlands
- Leiden University Medical Centre, Leiden, The Netherlands
| | | | - Koen E A van der Bogt
- Leiden University Medical Centre, Leiden, The Netherlands
- University Vascular Centre, Leiden | The Hague, The Netherlands
| | - Adam F Cohen
- Leiden University Medical Centre, Leiden, The Netherlands
- Centre for Human Drug Research, Leiden, The Netherlands
| | | | - Tim Horeman
- Department of BioMechanical Engineering, Delft University of Technology, Delft, The Netherlands
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50
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Safari F, Kehelpannala C, Safarchi A, Batarseh AM, Vafaee F. Biomarker Reproducibility Challenge: A Review of Non-Nucleotide Biomarker Discovery Protocols from Body Fluids in Breast Cancer Diagnosis. Cancers (Basel) 2023; 15:2780. [PMID: 37345117 DOI: 10.3390/cancers15102780] [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: 02/24/2023] [Revised: 05/02/2023] [Accepted: 05/10/2023] [Indexed: 06/23/2023] Open
Abstract
Breast cancer has now become the most commonly diagnosed cancer, accounting for one in eight cancer diagnoses worldwide. Non-invasive diagnostic biomarkers and associated tests are superlative candidates to complement or improve current approaches for screening, early diagnosis, or prognosis of breast cancer. Biomarkers detected from body fluids such as blood (serum/plasma), urine, saliva, nipple aspiration fluid, and tears can detect breast cancer at its early stages in a minimally invasive way. The advancements in high-throughput molecular profiling (omics) technologies have opened an unprecedented opportunity for unbiased biomarker detection. However, the irreproducibility of biomarkers and discrepancies of reported markers have remained a major roadblock to clinical implementation, demanding the investigation of contributing factors and the development of standardised biomarker discovery pipelines. A typical biomarker discovery workflow includes pre-analytical, analytical, and post-analytical phases, from sample collection to model development. Variations introduced during these steps impact the data quality and the reproducibility of the findings. Here, we present a comprehensive review of methodological variations in biomarker discovery studies in breast cancer, with a focus on non-nucleotide biomarkers (i.e., proteins, lipids, and metabolites), highlighting the pre-analytical to post-analytical variables, which may affect the accurate identification of biomarkers from body fluids.
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Affiliation(s)
- Fatemeh Safari
- School of Biotechnology and Biomolecular Sciences, University of New South Wales (UNSW Sydney), Sydney, NSW 2052, Australia
| | - Cheka Kehelpannala
- BCAL Diagnostics Ltd., Suite 506, 50 Clarence St, Sydney, NSW 2000, Australia
- BCAL Dx, The University of Sydney, Sydney Knowledge Hub, Merewether Building, Sydney, NSW 2006, Australia
| | - Azadeh Safarchi
- School of Biotechnology and Biomolecular Sciences, University of New South Wales (UNSW Sydney), Sydney, NSW 2052, Australia
- Microbiomes for One Systems Health, Health and Biosecurity, CSIRO, Westmead, NSW 2145, Australia
| | - Amani M Batarseh
- BCAL Diagnostics Ltd., Suite 506, 50 Clarence St, Sydney, NSW 2000, Australia
- BCAL Dx, The University of Sydney, Sydney Knowledge Hub, Merewether Building, Sydney, NSW 2006, Australia
| | - Fatemeh Vafaee
- School of Biotechnology and Biomolecular Sciences, University of New South Wales (UNSW Sydney), Sydney, NSW 2052, Australia
- UNSW Data Science Hub (uDASH), University of New South Wales (UNSW Sydney), Sydney, NSW 2052, Australia
- OmniOmics.ai Pty Ltd., Sydney, NSW 2035, Australia
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