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Ankolekar A, Eppings L, Bottari F, Pinho IF, Howard K, Baker R, Nan Y, Xing X, Walsh SLF, Vos W, Yang G, Lambin P. Using artificial intelligence and predictive modelling to enable learning healthcare systems (LHS) for pandemic preparedness. Comput Struct Biotechnol J 2024; 24:412-419. [PMID: 38831762 PMCID: PMC11145382 DOI: 10.1016/j.csbj.2024.05.014] [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: 12/08/2023] [Revised: 05/07/2024] [Accepted: 05/07/2024] [Indexed: 06/05/2024] Open
Abstract
In anticipation of potential future pandemics, we examined the challenges and opportunities presented by the COVID-19 outbreak. This analysis highlights how artificial intelligence (AI) and predictive models can support both patients and clinicians in managing subsequent infectious diseases, and how legislators and policymakers could support these efforts, to bring learning healthcare system (LHS) from guidelines to real-world implementation. This report chronicles the trajectory of the COVID-19 pandemic, emphasizing the diverse data sets generated throughout its course. We propose strategies for harnessing this data via AI and predictive modelling to enhance the functioning of LHS. The challenges faced by patients and healthcare systems around the world during this unprecedented crisis could have been mitigated with an informed and timely adoption of the three pillars of the LHS: Knowledge, Data and Practice. By harnessing AI and predictive analytics, we can develop tools that not only detect potential pandemic-prone diseases early on but also assist in patient management, provide decision support, offer treatment recommendations, deliver patient outcome triage, predict post-recovery long-term disease impacts, monitor viral mutations and variant emergence, and assess vaccine and treatment efficacy in real-time. A patient-centric approach remains paramount, ensuring patients are both informed and actively involved in disease mitigation strategies.
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Affiliation(s)
- Anshu Ankolekar
- Department of Precision Medicine, GROW School for Oncology, Maastricht University Medical Centre+, Maastricht, the Netherlands
| | - Lisanne Eppings
- Department of Precision Medicine, GROW School for Oncology, Maastricht University Medical Centre+, Maastricht, the Netherlands
| | | | | | | | | | - Yang Nan
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Xiaodan Xing
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Simon LF Walsh
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Wim Vos
- Radiomics (Oncoradiomics SA), Liege, Belgium
| | - Guang Yang
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
- Bioengineering Department and I-X, Imperial College London, London, United Kingdom
| | - Philippe Lambin
- Department of Precision Medicine, GROW School for Oncology, Maastricht University Medical Centre+, Maastricht, the Netherlands
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Oliveira CVDS, Pepe VLE. Health policy and regulatory authorities: challenges of technology regulation in Public Health Emergencies. CIENCIA & SAUDE COLETIVA 2024; 29:e03442024. [PMID: 38958323 DOI: 10.1590/1413-81232024297.03442024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2023] [Accepted: 02/01/2024] [Indexed: 07/04/2024] Open
Abstract
Public Health Emergencies (PHE) have had repercussions on health systems on a global scale, and timely access to new health technologies is a challenge for health policy. The national regulatory authorities (NRA) play a key role in the evaluation and regulation of these technologies. The present study aims to analyze the main strategies and regulatory instruments used to deal with the challenges of regulating new technologies necessary for the health system's effective response during a PHE. This research, based on WHO and Brazilian NRA norms and documents, considered dimensions related to strategies for strengthening regulatory activities and regulatory instruments used to accelerate access to technologies, especially during PHEs. International cooperation between the NRA and the WHO were important strategies for strengthening the NRA, with emphasis on the use of reliance, regionalization, accelerated assessments, and work/information sharing, as well as the processes of regulatory harmonization and convergence. In addition to the use of existing regulatory instruments, efforts were also identified in order to implement new ones.
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Affiliation(s)
- Catia Veronica Dos Santos Oliveira
- Programa de Pós-Graduação em Saúde Pública, Escola Nacional de Saúde Pública Sergio Arouca, Fundação Oswaldo Cruz. R. Leopoldo Bulhões 1480, Manguinhos. 21041-210 Rio de Janeiro RJ Brasil.
- Departamento de Administração e Planejamento em Saúde, Escola Nacional de Saúde Pública Sergio Arouca, Fundação Oswaldo Cruz. Rio de Janeiro RJ Brasil
| | - Vera Lúcia Edais Pepe
- Programa de Pós-Graduação em Saúde Pública, Escola Nacional de Saúde Pública Sergio Arouca, Fundação Oswaldo Cruz. R. Leopoldo Bulhões 1480, Manguinhos. 21041-210 Rio de Janeiro RJ Brasil.
- Departamento de Administração e Planejamento em Saúde, Escola Nacional de Saúde Pública Sergio Arouca, Fundação Oswaldo Cruz. Rio de Janeiro RJ Brasil
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Khoo YK, Lim JCW, Tan-Koi WC, Kitikiti NS, Sim-Devadas AL. Promoting Collaboration of Regulators and Patients in Improving Drug Safety and Regulatory Decision Making. Drug Saf 2024; 47:217-225. [PMID: 38082120 DOI: 10.1007/s40264-023-01385-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/15/2023] [Indexed: 02/19/2024]
Abstract
Pharmacovigilance involves a continuous process of evaluating, monitoring and communicating the safety profile of a medicine throughout its life cycle. This process involves a range of stakeholders, including national regulatory authorities, industry, health organisations, healthcare providers and patients. Although patients are the end users of medicines and experts in their medical conditions, patient involvement is still nascent in the Asia-Pacific region. While there are positive examples and encouraging trends, several key challenges currently hinder systemic patient involvement in drug safety and regulatory decision making. Systemic issues such as a lack of formalised frameworks or platforms, underdeveloped communication and information exchange channels, and paternalistic health systems constrain greater patient involvement and collaborative regulator-patient activities. Addressing these challenges will greatly advance collaboration among regulators, patients, and patient advocates to enhance drug safety and regulatory decision making.
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Affiliation(s)
- Yoong Khean Khoo
- Centre of Regulatory Excellence, Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore.
- SingHealth Duke-NUS Global Health Institute, Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore.
| | - John C W Lim
- Centre of Regulatory Excellence, Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore
- SingHealth Duke-NUS Global Health Institute, Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore
- Consortium for Clinical Research and Innovation, 23 Rochester Park, Singapore, 139234, Singapore
| | - Wei Chuen Tan-Koi
- Centre of Regulatory Excellence, Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore
| | - Nokuthula Sikhethiwe Kitikiti
- Centre of Regulatory Excellence, Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore
- Takeda Pharmaceuticals International, 8 Marina Boulevard, Singapore, 018981, Singapore
| | - Ai Ling Sim-Devadas
- Lee Kong Chian School of Medicine, Nanyang Technological University, 11 Mandalay Road, Singapore, 308232, Singapore
- SingHealth Patient Advocacy Network, Singapore Health Services, 31 Third Hospital Avenue, Singapore, 168753, Singapore
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Patel P, Macdonald JC, Boobalan J, Marsden M, Rizzi R, Zenon M, Ren J, Chu H, Cappelleri JC, Roychoudhury S, O’Brien J, Izaki-Lee K, Boyce D. Regulatory agilities impacting review timelines for Pfizer/BioNTech's BNT162b2 mRNA COVID-19 vaccine: a retrospective study. Front Med (Lausanne) 2023; 10:1275817. [PMID: 38020129 PMCID: PMC10664654 DOI: 10.3389/fmed.2023.1275817] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Accepted: 10/05/2023] [Indexed: 12/01/2023] Open
Abstract
The appropriate use of regulatory agilities has the potential to accelerate regulatory review, utilize resources more efficiently and deliver medicines and vaccines more rapidly, all without compromising quality, safety and efficacy. This was clearly demonstrated during the COVID-19 pandemic where regulators and industry rapidly adapted to ensure continued supply of existing critical medicines and review and approve new innovative medicines. In this retrospective study, we analyze the impact of regulatory agilities on the review and approval of Pfizer/BioNTech's BNT162b2 mRNA COVID-19 Vaccine globally using regulatory approval data from 73 country/regional approvals. We report on the critical role of reliance and provide evidence that demonstrates reliance approaches and certain regulatory agilities reduced review times for the COVID-19 vaccine. These findings support the case for more widespread implementation of regulatory agilities and demonstrate the important role of such approaches to improve public health outcomes.
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Affiliation(s)
- Prisha Patel
- International Regulatory Science and Policy, Pfizer, Tadworth, United Kingdom
| | - Judith C. Macdonald
- International Regulatory Science and Policy, Pfizer, Tadworth, United Kingdom
| | - Jayanthi Boobalan
- International Regulatory Science and Policy, Pfizer, Kuala Lumpur, Malaysia
| | - Matthew Marsden
- Global Regulatory Sciences, Pfizer, Tadworth, United Kingdom
| | | | - Marianne Zenon
- International Regulatory Science and Policy, Pfizer, Johannesburg, South Africa
| | - Jinma Ren
- Statistical Research and Data Science Center, Pfizer, Collegeville, PA, United States
| | - Haitao Chu
- Statistical Research and Data Science Center, Pfizer, Groton, CT, United States
| | | | - Satrajit Roychoudhury
- Statistical Research and Data Science Center, Pfizer, Collegeville, PA, United States
| | - Julie O’Brien
- International Regulatory Science and Policy, Pfizer, Dublin, Ireland
| | - Konoha Izaki-Lee
- International Regulatory Science and Policy, Pfizer, Tadworth, United Kingdom
- School of Physiology, Pharmacology and Neuroscience, University of Bristol, Bristol, United Kingdom
| | - Donna Boyce
- Global Regulatory Sciences, Pfizer, Collegeville, PA, United States
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Dehaghi ROA, Khadem Broojerdi A, Paganini L, Sillo HB. Collaborative training of regulators as an approach for strengthening regulatory systems in LMICs: experiences of the WHO and Swissmedic. Front Med (Lausanne) 2023; 10:1173291. [PMID: 37275356 PMCID: PMC10233123 DOI: 10.3389/fmed.2023.1173291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Accepted: 04/20/2023] [Indexed: 06/07/2023] Open
Abstract
Introduction Training opportunities for health product regulators are among the critical aspects in the strengthening of regulatory systems across the world. The need for training is reasonably higher among the National Regulatory Agencies (NRAs) in the Low- and Middle-Income countries (LMICs) which are faced with many regulatory challenges mostly rooted in the low availability of resources. The current study aimed at evaluating the suitability, impacts, and challenges related to the training of regulators from LMICs offered by the Swissmedic in collaboration with the World Health Organization (WHO). Methodology An exploratory case study design using a qualitative approach was adopted to collect data from a total of 17 NRAs in different WHO regions using in-depth interviews and qualitative questionnaires. Results The participation of the trainees in the training was revealed to be motivated by the need to apply the obtained knowledge in addressing various challenges within their NRAs. Many lessons covering all key areas of health products regulation were reported by the trainees, whereby most of the lessons were already being implemented within their respective NRAs. However, challenges related to human, financial, and infrastructural resources were highlighted to hinder the ongoing efforts in putting the learned aspects into practice. Additionally, areas in which further regulatory assistance and suggestions for improving the training activities were pointed out. Conclusion The highlighted gains from the WHO-Swissmedic collaborative training program call for other agencies and organizations to join hands in offering much-needed support towards addressing critical challenges facing the regulatory sector in the LMICs.
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Affiliation(s)
| | | | - Lodovico Paganini
- Swiss Agency for Therapeutic Products (Swissmedic), Bern, Switzerland
| | - Hiiti B. Sillo
- Regulation and Safety Unit, World Health Organization, Geneva, Switzerland
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Chisholm O, Critchley H. Future directions in regulatory affairs. Front Med (Lausanne) 2023; 9:1082384. [PMID: 36698838 PMCID: PMC9868628 DOI: 10.3389/fmed.2022.1082384] [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: 10/28/2022] [Accepted: 12/20/2022] [Indexed: 01/11/2023] Open
Abstract
The field of regulatory affairs deals with the regulatory requirements for marketing authorization of therapeutic products. This field is facing a myriad of forces impacting all aspects of the development, regulation and value proposition of new therapeutic products. Changes in global megatrends, such as geopolitical shifts and the rise of the green economy, have emphasized the importance of manufacturing and supply chain security, and reducing the environmental impacts of product development. Rapid changes due to advances in science, digital disruption, a renewed focus on the centrality of the patient in all stages of therapeutic product development and greater collaboration between national regulatory authorities have been accelerated by the COVID-19 pandemic. This article will discuss the various trends that are impacting the development of new therapies for alleviating disease and how these trends therefore impact on the role of the regulatory affairs professional. We discuss some of the challenges and provide insights for the regulatory professional to remain at the forefront of these trends and prepare for their impacts on their work.
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Affiliation(s)
- Orin Chisholm
- Faculty of Medicine and Health, Sydney Pharmacy School, The University of Sydney, Sydney, NSW, Australia
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Matsui R, Yamaguchi K, Lee JJV, Ting I, Khairilisani D, Chang J, Seo JM, Park I, Chee ASM, Quizon PM, Harnpramukkul U, Sem E, Nguyen T, Padhye A, Mo R. Survey Result for E-labeling Initiatives in Asia. Ther Innov Regul Sci 2023; 57:251-260. [PMID: 36215028 PMCID: PMC9549856 DOI: 10.1007/s43441-022-00462-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2022] [Accepted: 09/16/2022] [Indexed: 11/30/2022]
Abstract
Under the COVID-19 pandemic, various electronic labeling initiatives have accelerated worldwide in the healthcare and pharmaceutical fields as part of a wider digital transformation [1, 2]. Although there is no universal definition of electronic labeling (e-labeling) globally, it is widely understood that e-labeling refers to the product information that is distributed via electronic means. There are 5 factors to be considered in e-labeling, and these are discussed in this publication. APAC is an industry-driven initiative with 13 R&D-based pharmaceutical associations joining from 11 markets in Asia. e-labeling was discussed as a new topic starting in 2020, and a 22-question survey was conducted in November 2021 to understand the current e-labeling status. The survey results showed that e-labeling initiatives were at different levels of maturity in the Asian region, although most markets have started to discuss e-labeling initiatives. Various challenges exist around e-labeling initiatives due to a variety of different approaches being taken in the region. It would be advisable to develop regional guidance on how to proceed with e-labeling initiatives in the Asian region to have a consistent and efficient approach. The close collaboration between agencies, Health Care Professionals (HCPs), patients, and industry associations is important to move e-labeling initiatives forward in Asia.
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Affiliation(s)
| | - Koji Yamaguchi
- grid.419841.10000 0001 0673 6017Takeda Pharmaceutical Company Limited, Osaka, Japan
| | | | - Ivy Ting
- Ferring Pharmaceuticals Ltd., Kowloon, Hong Kong
| | | | | | | | - Ina Park
- GE Healthcare AS Korea, Seoul, Korea
| | | | | | | | - Ellen Sem
- Present Address: Takeda Pharmaceuticals International AG, Singapore, Singapore ,grid.497554.eJohnson & Johnson Pte Ltd, Singapore, Singapore
| | | | | | - Runyi Mo
- grid.492904.20000 0004 0638 9248Pfizer Limited (India), Mumbai, India
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van der Zee IT, Vreman RA, Liberti L, Garza MA. Regulatory reliance pathways during health emergencies: enabling timely authorizations for COVID-19 vaccines in Latin America. Rev Panam Salud Publica 2022; 46:e115. [PMID: 36060200 PMCID: PMC9426952 DOI: 10.26633/rpsp.2022.115] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 06/09/2022] [Indexed: 11/26/2022] Open
Abstract
Objectives. To map the timing and nature of regulatory reliance pathways used to authorize COVID-19 vaccines in Latin America. Methods. An observational study was conducted assessing the characteristics of all COVID-19 vaccine authorizations in Latin America. For every authorization it was determined whether reliance was used in the authorization process. Subgroups of reference national regulatory authorities (NRAs) and non-reference NRAs were compared. Results. 56 authorizations of 10 different COVID-19 vaccines were identified in 18 countries, of which 25 (44.6%) used reliance and 12 (21.4%) did not. For the remaining 19 (33.0%) it was not possible to determine whether reliance was used. Reference agencies used reliance less often (40% of authorizations with a known pathway) compared to non-reference agencies (100%). The median review time was just 15 days and does not meaningfully differ between reliance and non-reliance authorizations. Conclusions. This study demonstrated that for these vaccines, despite reliance pathways being associated with numerous rapid authorizations, independent authorization review times were not considerably longer than reliance reviews; reliance pathways were not a prerequisite for rapid authorization. Nevertheless, reliance pathways provided rapid authorizations in response to the COVID-19 emergency.
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Affiliation(s)
- Ivar T. van der Zee
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, The Netherlands
| | - Rick A. Vreman
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, The Netherlands
| | - Lawrence Liberti
- Temple University School of Pharmacy, Philadelphia, United States of America
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Regulatory Flexibilities and Guidances for Addressing the Challenges of COVID-19 in the EU: What Can We Learn from Company Experiences? Ther Innov Regul Sci 2022; 56:366-377. [PMID: 35129827 PMCID: PMC8821789 DOI: 10.1007/s43441-022-00383-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2021] [Accepted: 01/24/2022] [Indexed: 10/25/2022]
Abstract
The COVID-19 pandemic required urgency in the development and delivery of effective vaccines and therapeutics; meanwhile, ongoing clinical research, regulation and supply for other much-needed therapeutics and vaccines needed to be sustained. In Europe, the European Commission, the European Medicines Agency (EMA) and the national regulatory agencies (NRAs) responded by issuing guidance outlining regulatory flexibilities mainly directed at COVID-19 vaccines and, belatedly, therapeutics. Using a survey methodology, this study gathered the views of the R&D based pharmaceutical industry in May-June 2021 on the value of these flexibilities for continued use in the post-pandemic era as well as for future use in health emergency situations. Findings indicate that many flexibilities were foreseen to have value beyond the pandemic, particularly where EU and Member States aligned closely to provide a singular, streamlined regulatory environment. Digitalization was a notable driver of these flexibilities, but innovations in regulatory process (e.g. rolling reviews, flexible Scientific Advice) improved the process and outcomes measurably. Finally, the rapid reaction of the EU regulatory system and extensive efforts by all involved in providing innovative therapeutics and vaccines to patients in need provides learnings for the upcoming overhaul of the pharmaceutical acquis.
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Marinus R, Mofid S, Mpandzou M, Kühler TC. COVID-19 made the impossible possible - Rolling Reviews from a notion to reality – the EU experience put into a global context. Clin Ther 2022; 44:352-363. [PMID: 35123802 PMCID: PMC8743449 DOI: 10.1016/j.clinthera.2022.01.001] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2021] [Revised: 12/25/2021] [Accepted: 01/03/2022] [Indexed: 11/18/2022]
Affiliation(s)
- Roelie Marinus
- Global Regulatory Science and Policy, Sanofi R&D, Chilly-Mazarin, France
| | - Sarah Mofid
- Global Regulatory Science and Policy, Sanofi R&D, Chilly-Mazarin, France
| | - Marya Mpandzou
- Global Regulatory Science and Policy, Sanofi R&D, Chilly-Mazarin, France
| | - Thomas C Kühler
- Global Regulatory Science and Policy, Sanofi R&D, Chilly-Mazarin, France.
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Mofid S, Bolislis WR, Brading C, Hamilton N, Hardit C, Nagaoka M, Parain J, Zanta M, Kühler TC. The Utility of Remote Inspections During the COVID-19 Health Emergency and in the Postpandemic Setting. Clin Ther 2021; 43:2046-2063. [PMID: 34740466 PMCID: PMC8511654 DOI: 10.1016/j.clinthera.2021.10.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Revised: 09/29/2021] [Accepted: 10/06/2021] [Indexed: 11/26/2022]
Abstract
Purpose The COVID-19 pandemic has affected the management and operation of regulatory agencies and the pharmaceutical industry around the world. It has prompted regulatory authorities to consider new ways of working and introduced, among others, remote inspections to validate the integrity of the regulatory data submitted by companies, to evaluate the quality of production and manufacturing sites, and to ensure the conformity with Good Regulatory Practices with the overall goal of guaranteeing patient safety during the crisis. Method This article summarizes and discusses remote inspection guidelines and other related information made available by the Therapeutic Goods Administration (Australia), the European Medicines Agency (EMA), the Pharmaceutical and Medical Devices Agency (Japan), the Medicines and Healthcare Products Regulatory Agency (United Kingdom), and the US Food and Drug Administration (FDA). We also analyze the effect of the pandemic on inspections conducted by the inspectorates of the EMA and the FDA. Findings The regulatory authorities that we studied all recognized the importance of implementing regulatory policies on remote inspections in response to the COVID-19 pandemic. The remote inspection guidelines from the 5 selected regulatory authorities aimed at mitigating the impact of the pandemic but, while providing valuable advice to the pharmaceutical companies and being similar in intent, were not always aligned in terms of approach and solutions. Implications On-site inspections are likely to continue to be the norm and the preferred standard for the foreseeable future. However, health authorities will need to further adopt a risk-based inspection approach and stimulate the increased uptake of inspection reliance as proposed by the Pharmaceutical Inspection Convention and Pharmaceutical Inspection Co-operation Scheme not to overwhelm the pharmaceutical companies with repeat and redundant inspections. Remote inspections have proven to be a new inspection tool, but health authorities should align on their approach to remote inspections in terms of methods applied and documentation requested.
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Affiliation(s)
- Sarah Mofid
- Global Regulatory Science and Policy, Sanofi R&D, Chilly-Mazarin, France
| | | | - Clive Brading
- Global Quality External Liaisons, GB Aventis Pharma Ltd, Reading, United Kingdom
| | - Nigel Hamilton
- Global Quality External Liaisons, Sanofi Winthrop Industrie, Gentilly, France
| | - Cyril Hardit
- Global Quality External Liaisons, Sanofi Winthrop Industrie, Gentilly, France
| | - Makoto Nagaoka
- Global Regulatory Science and Policy, Sanofi KK, Tokyo, Japan
| | - Julien Parain
- Sanofi Pasteur Global Quality, Inspection Readiness & Site Support, Lyon-Carteret, France
| | - Maria Zanta
- Sanofi Pasteur Global Quality, Inspection Readiness & Site Support, Lyon-Carteret, France
| | - Thomas C Kühler
- Global Regulatory Science and Policy, Sanofi R&D, Chilly-Mazarin, France.
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