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Zahra MA, Al-Taher A, Alquhaidan M, Hussain T, Ismail I, Raya I, Kandeel M. The synergy of artificial intelligence and personalized medicine for the enhanced diagnosis, treatment, and prevention of disease. Drug Metab Pers Ther 2024; 39:47-58. [PMID: 38997240 DOI: 10.1515/dmpt-2024-0003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Accepted: 06/17/2024] [Indexed: 07/14/2024]
Abstract
INTRODUCTION The completion of the Human Genome Project in 2003 marked the beginning of a transformative era in medicine. This milestone laid the foundation for personalized medicine, an innovative approach that customizes healthcare treatments. CONTENT Central to the advancement of personalized medicine is the understanding of genetic variations and their impact on drug responses. The integration of artificial intelligence (AI) into drug response trials has been pivotal in this domain. These technologies excel in handling large-scale genomic datasets and patient histories, significantly improving diagnostic accuracy, disease prediction and drug discovery. They are particularly effective in addressing complex diseases such as cancer and genetic disorders. Furthermore, the advent of wearable technology, when combined with AI, propels personalized medicine forward by offering real-time health monitoring, which is crucial for early disease detection and management. SUMMARY The integration of AI into personalized medicine represents a significant advancement in healthcare, promising more accurate diagnoses, effective treatment plans and innovative drug discoveries. OUTLOOK As technology continues to evolve, the role of AI in enhancing personalized medicine and transforming the healthcare landscape is expected to grow exponentially. This synergy between AI and healthcare holds great promise for the future, potentially revolutionizing the way healthcare is delivered and experienced.
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Affiliation(s)
- Mohammad Abu Zahra
- Department of Biomolecular Sciences, College of Veterinary Medicine, 114800 King Faisal University , Al-Hofuf, Al-Ahsa, Saudi Arabia
| | - Abdulla Al-Taher
- Department of Biomolecular Sciences, College of Veterinary Medicine, 114800 King Faisal University , Al-Hofuf, Al-Ahsa, Saudi Arabia
| | - Mohamed Alquhaidan
- Department of Biomolecular Sciences, College of Veterinary Medicine, 114800 King Faisal University , Al-Hofuf, Al-Ahsa, Saudi Arabia
| | - Tarique Hussain
- Animal Sciences Division, Nuclear Institute for Agriculture and Biology (NIAB), Faisalabad, Pakistan
| | - Izzeldin Ismail
- Department of Biomolecular Sciences, College of Veterinary Medicine, 114800 King Faisal University , Al-Hofuf, Al-Ahsa, Saudi Arabia
| | - Indah Raya
- Department of Chemistry, Faculty of Mathematics, and Natural Science, Hasanuddin University, Makassar, Indonesia
| | - Mahmoud Kandeel
- Department of Biomolecular Sciences, College of Veterinary Medicine, 114800 King Faisal University , Al-Hofuf, Al-Ahsa, Saudi Arabia
- Department of Pharmacology, Faculty of Veterinary Medicine, Kafrelshikh University, Kafrelshikh, Egypt
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Lajmi N, Alves-Vasconcelos S, Tsiachristas A, Haworth A, Woods K, Crichton C, Noble T, Salih H, Várnai KA, Branford-White H, Orrell L, Osman A, Bradley KM, Bonney L, McGowan DR, Davies J, Prime MS, Hassan AB. Challenges and solutions to system-wide use of precision oncology as the standard of care paradigm. CAMBRIDGE PRISMS. PRECISION MEDICINE 2024; 2:e4. [PMID: 38699518 PMCID: PMC11062796 DOI: 10.1017/pcm.2024.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Revised: 02/02/2024] [Accepted: 03/12/2024] [Indexed: 05/05/2024]
Abstract
The personalised oncology paradigm remains challenging to deliver despite technological advances in genomics-based identification of actionable variants combined with the increasing focus of drug development on these specific targets. To ensure we continue to build concerted momentum to improve outcomes across all cancer types, financial, technological and operational barriers need to be addressed. For example, complete integration and certification of the 'molecular tumour board' into 'standard of care' ensures a unified clinical decision pathway that both counteracts fragmentation and is the cornerstone of evidence-based delivery inside and outside of a research setting. Generally, integrated delivery has been restricted to specific (common) cancer types either within major cancer centres or small regional networks. Here, we focus on solutions in real-world integration of genomics, pathology, surgery, oncological treatments, data from clinical source systems and analysis of whole-body imaging as digital data that can facilitate cost-effectiveness analysis, clinical trial recruitment, and outcome assessment. This urgent imperative for cancer also extends across the early diagnosis and adjuvant treatment interventions, individualised cancer vaccines, immune cell therapies, personalised synthetic lethal therapeutics and cancer screening and prevention. Oncology care systems worldwide require proactive step-changes in solutions that include inter-operative digital working that can solve patient centred challenges to ensure inclusive, quality, sustainable, fair and cost-effective adoption and efficient delivery. Here we highlight workforce, technical, clinical, regulatory and economic challenges that prevent the implementation of precision oncology at scale, and offer a systematic roadmap of integrated solutions for standard of care based on minimal essential digital tools. These include unified decision support tools, quality control, data flows within an ethical and legal data framework, training and certification, monitoring and feedback. Bridging the technical, operational, regulatory and economic gaps demands the joint actions from public and industry stakeholders across national and global boundaries.
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Affiliation(s)
- Nesrine Lajmi
- Diagnostics Division, Roche Information Solutions, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | - Sofia Alves-Vasconcelos
- Oxford Molecular Pathology Institute, Sir William Dunn School of Pathology, University of Oxford, Oxford, UK
| | - Apostolos Tsiachristas
- Nuffield Department of Primary Care Health Sciences, Radcliffe Observatory Quarter, Oxford, UK
| | - Andrew Haworth
- Diagnostics Division, Roche Information Solutions, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | - Kerrie Woods
- Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | | | - Theresa Noble
- Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Hizni Salih
- Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Kinga A. Várnai
- Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | | | - Liam Orrell
- Diagnostics Division, Roche Information Solutions, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | - Andrew Osman
- Roche Healthcare Consulting, Roche Diagnostics Limited, West Sussex, UK
| | - Kevin M. Bradley
- Wales Research and Diagnostic PET Imaging Centre, University Hospital of Wales, Cardiff, UK
| | - Lara Bonney
- Oxford Molecular Pathology Institute, Sir William Dunn School of Pathology, University of Oxford, Oxford, UK
- Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | | | - Jim Davies
- Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, Oxford, UK
| | - Matthew S. Prime
- Diagnostics Division, Roche Information Solutions, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | - Andrew Bassim Hassan
- Oxford Molecular Pathology Institute, Sir William Dunn School of Pathology, University of Oxford, Oxford, UK
- Oxford University Hospitals NHS Foundation Trust, Oxford, UK
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Horgan D, Capoluongo E, Dube F, Trapani D, Malapelle U, Rovite V, Omar MI, Alix-Panabières C, Rutkowski P, Bayle A, Hackshaw A, Hofman P, Subbiah V. Clouds across the new dawn for clinical, diagnostic and biological data: accelerating the development, delivery and uptake of personalized medicine. Diagnosis (Berl) 2023; 10:356-362. [PMID: 37036891 DOI: 10.1515/dx-2023-0022] [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: 02/21/2023] [Accepted: 03/22/2023] [Indexed: 04/11/2023]
Abstract
Growing awareness of the genetic basis of disease is transforming the opportunities for improving patient care by accelerating the development, delivery and uptake of personalised medicine and diseases diagnostics. This can mean more precise treatments reaching the right patients at the right time at the right cost. But it will be possible only with a coherent European Union (EU) approach to regulation. For clinical and biological data, on which the EU is now legislating with its planned European Health Data Space (EHDS), it is crucial that the design of this new system respects the constraints also implicit in the testing which generates data. The current EHDS proposal may fail to meet this requirement. It risks being over-ambitious, while taking insufficient account of the demanding realities of data access in daily practice and current economics/business models. It is marred by imprecision and ambiguity, by overlaps with other EU legislation, and by lack of clarity on funding. This paper identifies key issues where legislators should ensure that the opportunities are not squandered by the adoption of over-hasty or ill-considered provisions that jeopardise the gains that could be made in improved healthcare.
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Affiliation(s)
- Denis Horgan
- European Alliance for Personalised Medicine, Brussels, Belgium
- Department of Molecular and Cellular Engineering, Jacob Institute of Biotechnology and Bioengineering Sam Higginbottom University of Agriculture, Technology and Sciences, Prayagraj, India
| | - Ettore Capoluongo
- Department of Clinical Pathology, Azienda Ospedaliera per l'Emergenza Cannizzaro, Catania, Italy
| | | | - Dario Trapani
- European Institute of Oncology, IRCCS, Milan, Italy
- Department of Oncology and Haematology, University of Milan, Milan, Italy
| | - Umberto Malapelle
- Department of Public Health, University of Naples Federico II, Naples, Italy
| | - Vita Rovite
- Latvian Biomedical Research and Study Centre, Riga, Latvia
| | | | - Catherine Alix-Panabières
- Laboratory of Rare Human Circulating Cells (LCCRH), University medical center of Montpellier, Montpellier, France
- European Liquid Biopsy Society, Hamburg, Germany
| | - Piotr Rutkowski
- Department of Soft Tissue/Bone Sarcoma and Melanoma, Maria Sklodowska-Curie National Research Institute of Oncology, Warsaw, Poland
| | - Arnaud Bayle
- Drug Development Department (DITEP) Gustave Roussy-Cancer Campus, Villejuif, France
- Faculté de Médicine, Université Paris Saclay, Université Paris-Sud, Paris, France
- Labeled Ligue Contre le Cancer, Paris-Saclay University, Villejuif, France
| | - Allan Hackshaw
- Cancer Research UK & UCL Cancer Trials Centre, University College London, London, UK
| | - Paul Hofman
- European Liquid Biopsy Society, Hamburg, Germany
- Laboratory of Clinical and Experimental Pathology, FHU OncoAge, BB-0033-00025, IRCAN, Nice Hospital Centre, University Côte d'Azur, Nice, France
| | - Vivek Subbiah
- Department of Investigational Cancer Therapeutics, Division of Cancer Medicine, University of Texas MD Anderson Cancer Center, Houston, TX, USA
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Horgan D, Čufer T, Gatto F, Lugowska I, Verbanac D, Carvalho Â, Lal JA, Kozaric M, Toomey S, Ivanov HY, Longshore J, Malapelle U, Hasenleithner S, Hofman P, Alix-Panabières C. Accelerating the Development and Validation of Liquid Biopsy for Early Cancer Screening and Treatment Tailoring. Healthcare (Basel) 2022; 10:1714. [PMID: 36141326 PMCID: PMC9498805 DOI: 10.3390/healthcare10091714] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Revised: 08/26/2022] [Accepted: 09/02/2022] [Indexed: 11/26/2022] Open
Abstract
Liquid biopsy (LB) is a minimally invasive method which aims to detect circulating tumor-derived components in body fluids. It provides an alternative to current cancer screening methods that use tissue biopsies for the confirmation of diagnosis. This paper attempts to determine how far the regulatory, policy, and governance framework provide support to LB implementation into healthcare systems and how the situation can be improved. For that reason, the European Alliance for Personalised Medicine (EAPM) organized series of expert panels including different key stakeholders to identify different steps, challenges, and opportunities that need to be taken to effectively implement LB technology at the country level across Europe. To accomplish a change of patient care with an LB approach, it is required to establish collaboration between multiple stakeholders, including payers, policymakers, the medical and scientific community, and patient organizations, both at the national and international level. Regulators, pharma companies, and payers could have a major impact in their own domain. Linking national efforts to EU efforts and vice versa could help in implementation of LB across Europe, while patients, scientists, physicians, and kit manufacturers can generate a pull by undertaking more research into biomarkers.
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Affiliation(s)
- Denis Horgan
- European Alliance for Personalised Medicine, 1040 Brussels, Belgium
- Department of Molecular and Cellular Engineering, Jacob Institute of Biotechnology and Bioengineering, Faculty of Engineering and Technology, Sam Higginbottom University of Agriculture, Technology and Sciences, Prayagraj 211007, India
| | - Tanja Čufer
- Medical Faculty, University of Ljubljana, 1000 Ljubljana, Slovenia
| | - Francesco Gatto
- Department of Oncology-Pathology, Karolinska Institute, 171 64 Stockholm, Sweden
| | - Iwona Lugowska
- Department of Soft Tissue/Bone Sarcoma and Melanoma, Maria Sklodowska-Curie National Research Institute and Oncology Centre (MSCI), 02781 Warsaw, Poland
| | - Donatella Verbanac
- Department of Medical Biochemistry and Hematology, Faculty of Pharmacy and Biochemistry, University of Zagreb, Ante Kovačića 1, 10000 Zagreb, Croatia
| | - Ângela Carvalho
- i3S—nstituto de Investigação e Inovação em Saúde, Universidade do Porto, Rua Alfredo Allen 208, 4200-135 Porto, Portugal
- INEB—Instituto de Engenharia Biomédica, Universidade do Porto, Rua Alfredo Allen 208, 4200-135 Porto, Portugal
| | - Jonathan A. Lal
- Department of Molecular and Cellular Engineering, Jacob Institute of Biotechnology and Bioengineering, Faculty of Engineering and Technology, Sam Higginbottom University of Agriculture, Technology and Sciences, Prayagraj 211007, India
- Institute for Public Health Genomics, Department of Genetics and Cell Biology, GROW School of Oncology and Developmental Biology, Faculty of Health, Medicine and Life Sciences, Maastricht University, 6211 LK Maastricht, The Netherlands
| | - Marta Kozaric
- European Alliance for Personalised Medicine, 1040 Brussels, Belgium
| | - Sinead Toomey
- Department of Molecular Medicine, RCSI University of Medicine and Health Sciences, Beaumont Hospital, Smurfit Building, D09 Dublin, Ireland
| | - Hristo Y. Ivanov
- Department of Paediatric and Medical Genetics, Medical University, 4000 Plovdiv, Bulgaria
| | - John Longshore
- Astra Zeneca, 1800 Concord Pike, Wilmington, DE 19803, USA
| | - Umberto Malapelle
- Department of Public Health, University of Naples Federico II, 80137 Naples, Italy
| | - Samantha Hasenleithner
- Institute of Human Genetics, Diagnostic and Research Center for Molecular BioMedicine, Medical University of Graz, 8036 Graz, Austria
| | - Paul Hofman
- Laboratory of Clinical and Experimental Pathology, FHU OncoAge, Pasteur Hospital, University Côte d’Azur, CEDEX 01, 06001 Nice, France
| | - Catherine Alix-Panabières
- Laboratory of Rare Human Circulating Cells (LCCRH), University Medical Centre of Montpellier, 641 Avenue du Doyen Gaston Giraud, CEDEX 5, 34093 Montpellier, France
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Horgan D, Führer-Sakel D, Soares P, Alvarez CV, Fugazzola L, Netea-Maier RT, Jarzab B, Kozaric M, Bartes B, Schuster-Bruce J, Dal Maso L, Schlumberger M, Pacini F. Tackling Thyroid Cancer in Europe-The Challenges and Opportunities. Healthcare (Basel) 2022; 10:1621. [PMID: 36141235 PMCID: PMC9498891 DOI: 10.3390/healthcare10091621] [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: 07/20/2022] [Revised: 08/19/2022] [Accepted: 08/23/2022] [Indexed: 11/16/2022] Open
Abstract
Thyroid cancer (TC) is the most common malignancy of the endocrine system that affects the thyroid gland. It is usually treatable and, in most cases, curable. The central issues are how to improve knowledge on TC, to accurately identify cases at an early stage that can benefit from effective intervention, optimise therapy, and reduce the risk of overdiagnosis and unnecessary treatment. Questions remain about management, about treating all patients in referral centres, and about which treatment should be proposed to any individual patient and how this can be optimised. The European Alliance for Personalised Medicine (EAPM) hosted an expert panel discussion to elucidate some of the challenges, and to identify possible steps towards effective responses at the EU and member state level, particularly in the context of the opportunities in the European Union's evolving initiatives-notably its Beating Cancer Plan, its Cancer Mission, and its research funding programmes. Recommendations emerging from the panel focus on improved infrastructure and funding, and on promoting multi-stakeholder collaboration between national and European initiatives to complement, support, and mutually reinforce efforts to improve patient care.
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Affiliation(s)
- Denis Horgan
- European Alliance for Personalised Medicine, 1040 Brussels, Belgium
| | - Dagmar Führer-Sakel
- Department of Endocrinology, Diabetes and Metabolism, Endocrine Tumour Center at West German Cancer Center, University Hospital Essen, University of Duisburg-Essen, 45122 Duisburg, Germany
| | - Paula Soares
- Instituto de Inovação e Investigação em Saúde/Institute of Molecular Pathology and Immunology of University of Porto (I3S/IPATIMUP), 4200-465 Porto, Portugal
- Faculty of Medicine of the University of Porto, 4200-319 Porto, Portugal
| | - Clara V. Alvarez
- Neoplasia & Endocrine Differentiation, Centro de Investigación en Medicina Molecular y Enfermedades Crónicas (CIMUS), University of Santiago de Compostela (USC), 15782 Santiago de Compostela, Spain
- Instituto de Investigacion Sanitaria (IDIS), 15706 Santiago de Compostela, Spain
| | - Laura Fugazzola
- Division of Endocrine and Metabolic Diseases, IRCCS Istituto Auxologico Italiano, 20145 Milan, Italy
- Department of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy
| | - Romana T. Netea-Maier
- Division of Endocrinology, Department of Internal Medicine, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
| | - Barbara Jarzab
- Department of Nuclear Medicine and Endocrine Oncology, Maria Sklodowska-Curie National Research Institute of Oncology Gliwice Branch, 44-102 Gliwice, Poland
| | - Marta Kozaric
- European Alliance for Personalised Medicine, 1040 Brussels, Belgium
| | - Beate Bartes
- Association Vivre sans Thyroïde, 31490 Léguevin, France
| | - James Schuster-Bruce
- Department of Otolaryngology, Saint George’s University Hospitals NHS Foundation Trust, London SW17 0QT, UK
| | - Luigino Dal Maso
- Cancer Epidemiology Unit, Centro di Riferimento Oncologico di Aviano (CRO), 33081 Aviano, Italy
| | - Martin Schlumberger
- Department of Nuclear Medicine and Endocrine Oncology, Institut Gustave Roussy, Université Paris Saclay, 94805 Villejuif, France
| | - Furio Pacini
- Section of Endocrinology, University of Siena, 53100 Siena, Italy
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Horgan D, Spanic T, Apostolidis K, Curigliano G, Chorostowska-Wynimko J, Dauben HP, Lal JA, Dziadziuszko R, Mayer-Nicolai C, Kozaric M, Jönsson B, Gutierrez-Ibarluzea I, Fandel MH, Lopert R. Towards Better Pharmaceutical Provision in Europe-Who Decides the Future? Healthcare (Basel) 2022; 10:1594. [PMID: 36011250 PMCID: PMC9408332 DOI: 10.3390/healthcare10081594] [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: 07/19/2022] [Revised: 08/15/2022] [Accepted: 08/19/2022] [Indexed: 11/25/2022] Open
Abstract
Significant progress has been achieved in human health in the European Union in recent years. New medicines, vaccines, and treatments have been developed to tackle some of the leading causes of disease and life-threatening illnesses. It is clear that investment in research and development (R&D) for innovative medicines and treatments is essential for making progress in preventing and treating diseases. Ahead of the legislative process, which should begin by the end of 2022, discussions focus on how Europe can best promote the huge potential benefits of new science and technology within the regulatory framework. The challenges in European healthcare were spelled out by the panellists at the roundtable organised by European Alliance for Personalised Medicine (EAPM). Outcomes from panellists' discussions have been summarized and re-arranged in this paper under five headings: innovation, unmet medical need, access, security of supply, adapting to progress, and efficiency. Some of the conclusions that emerged from the panel are a call for a better overall holistic vision of the future of pharmaceuticals and health in Europe and a collaborative effort among all stakeholders, seeing the delivery of medicines as part of a broader picture of healthcare.
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Affiliation(s)
- Denis Horgan
- European Alliance for Personalised Medicine, 1040 Brussels, Belgium
- Department of Molecular and Cellular Engineering, Jacob Institute of Biotechnology and Bioengineering, Faculty of Engineering and Technology, Sam Higginbottom University of Agriculture, Technology and Sciences, Prayagraj 211007, India
| | - Tanja Spanic
- Europa Donna, The European Breast Cancer Coalition, 20149 Milan, Italy
| | | | - Giuseppe Curigliano
- Department of Oncology and Hemato-Oncology, University of Milan, 20122 Milan, Italy
- European Institute of Oncology, IRCCS, 20139 Milan, Italy
| | - Joanna Chorostowska-Wynimko
- Department of Genetics and Clinical Immunology, National Institute of Tuberculosis and Lung Diseases, 26 Plocka Str., 01-138 Warsaw, Poland
| | | | - Jonathan A. Lal
- Department of Molecular and Cellular Engineering, Jacob Institute of Biotechnology and Bioengineering, Faculty of Engineering and Technology, Sam Higginbottom University of Agriculture, Technology and Sciences, Prayagraj 211007, India
- Institute for Public Health Genomics, Department of Genetics and Cell Biology, GROW School of Oncology and Developmental Biology, Faculty of Health, Medicine and Life Sciences, Maastricht University, P.O. Box 616, 6211 LK Maastricht, The Netherlands
| | - Rafal Dziadziuszko
- Department of Oncology and Radiotherapy of the Medical University of Gdansk, 80-214 Gdansk, Poland
| | | | - Marta Kozaric
- European Alliance for Personalised Medicine, 1040 Brussels, Belgium
| | - Bengt Jönsson
- Department of Economics, Stockholm School of Economics (SSE), P.O. Box 6501, 113 83 Stockholm, Sweden
| | - Iñaki Gutierrez-Ibarluzea
- Department of Knowledge Management and Evaluation of the Basque Foundation for Health Innovation and Research (BIOEF), 48902 Barakaldo, Spain
| | | | - Ruth Lopert
- Organisation for Economic Co-Operation and Development, OECD, 75775 Paris, France
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Public R&D Projects-Based Investment and Collaboration Framework for an Overarching South Korean National Strategy of Personalized Medicine. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19031291. [PMID: 35162311 PMCID: PMC8835094 DOI: 10.3390/ijerph19031291] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 01/20/2022] [Accepted: 01/22/2022] [Indexed: 12/14/2022]
Abstract
Since the South Korean government designated personalized medicine (PM) as a national strategic task in 2016, it has spared no investment to achieve its goals, which were recently accelerated by the COVID-19 pandemic. This study analyzed investment trends in 17 regions and eight technology clusters related to PM, consisting of 5727 public R&D projects worth USD 148.5 million, from 2015 to 2020. We also illustrated the level of investment for different PM-related technology clusters in each region; various research organizations explicitly verified comparable innovation capabilities for all eight technology fields in 17 regions, showing individual differences in technology areas per region. Our framework provided information to allow implementation of two goals: administering successful PM and improving regional equality in public health and healthcare according to technical and organizational levels. This study empirically demonstrates that it can provide a precise overarching innovation scheme with regional, technical, and organizational dimensions to establish collaboration among different stakeholders, thereby creating a foundation for an overarching national PM strategy.
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Hein AE, Vrijens B, Hiligsmann M. A Digital Innovation for the Personalized Management of Adherence: Analysis of Strengths, Weaknesses, Opportunities, and Threats. FRONTIERS IN MEDICAL TECHNOLOGY 2020; 2:604183. [PMID: 35047888 PMCID: PMC8757755 DOI: 10.3389/fmedt.2020.604183] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2020] [Accepted: 11/11/2020] [Indexed: 11/22/2022] Open
Abstract
Introduction: Personalized medicine and management of adherence are potential solutions for the suboptimal use of medicines. Digital medication management innovations currently under development combine both aspects. This research aims to investigate facilitators for and barriers to the translation of digital innovations for personalized medicine and adherence management into clinical practice from the policymaker and regulator perspective. Methods: A mixed-method study was used combining a scoping review to identify main interests, semi-structured interviews (n = 5) with representatives of European health policymaking and regulatory organizations, and a supplementary literature review to investigate key subthemes. The SWOT analysis was used for the qualitative analysis. Results: The literature reviews and the qualitative interviews suggested that digital solutions can facilitate the personalized management of medications and improve quality and safety, especially as the openness for digital health solutions is increasing. Digital solutions may, on the other hand, add complexity to the treatment, which can be perceived as a potential barrier for their uptake. As more multidisciplinary and participative structures are emerging, digital solutions can promote the implementation of new services. Nevertheless, change progresses slowly in the task-oriented structures of health systems. Integration of digital solutions depends on all stakeholders' willingness and abilities to co-create this change. Patients have different capabilities to self-manage their medical conditions and use digital solutions. Personalization of digital health solutions and integration in existing service structures are crucial to ensure equality among population segments. Developments in the digital infrastructure, although they are partly slow and not well-aligned, enable the implementation of innovations in clinical practice leading to further advances in data generation and usage for future innovations. Discussion: This study suggests that digital solutions have the potential to facilitate high-quality medication management and improve adherence to medications, enable new service structures, and are essential to drive further innovations in health care. Nevertheless, increasing the self-responsibility of patients can have undesirable effects on health outcomes, especially within vulnerable population segments. Digital health solutions can be an opportunity to optimize the use of medicines and thus their efficiency. Well-conceived development and implementation processes are needed to also realize improvements in equality and solidarity within health systems.
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Affiliation(s)
- Anna-Elisa Hein
- Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, Netherlands.,Faculty of Management, Economics and Social Sciences, University of Cologne, Cologne, Germany
| | - Bernard Vrijens
- AARDEX Group, Research and Development, Liège, Belgium.,Department of Public Health, University of Liège, Liège, Belgium
| | - Mickael Hiligsmann
- Department of Health Services Research, Care and Public Health Research Institute (CAPHRI), Maastricht University, Maastricht, Netherlands
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Saunders G, Baudis M, Becker R, Beltran S, Béroud C, Birney E, Brooksbank C, Brunak S, Van den Bulcke M, Drysdale R, Capella-Gutierrez S, Flicek P, Florindi F, Goodhand P, Gut I, Heringa J, Holub P, Hooyberghs J, Juty N, Keane TM, Korbel JO, Lappalainen I, Leskosek B, Matthijs G, Mayrhofer MT, Metspalu A, Navarro A, Newhouse S, Nyrönen T, Page A, Persson B, Palotie A, Parkinson H, Rambla J, Salgado D, Steinfelder E, Swertz MA, Valencia A, Varma S, Blomberg N, Scollen S. Leveraging European infrastructures to access 1 million human genomes by 2022. Nat Rev Genet 2019; 20:693-701. [PMID: 31455890 PMCID: PMC7115898 DOI: 10.1038/s41576-019-0156-9] [Citation(s) in RCA: 49] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/03/2019] [Indexed: 01/22/2023]
Abstract
Human genomics is undergoing a step change from being a predominantly research-driven activity to one driven through health care as many countries in Europe now have nascent precision medicine programmes. To maximize the value of the genomic data generated, these data will need to be shared between institutions and across countries. In recognition of this challenge, 21 European countries recently signed a declaration to transnationally share data on at least 1 million human genomes by 2022. In this Roadmap, we identify the challenges of data sharing across borders and demonstrate that European research infrastructures are well-positioned to support the rapid implementation of widespread genomic data access.
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Affiliation(s)
- Gary Saunders
- ELIXIR Hub, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | | | - Regina Becker
- Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Luxembourg, Luxembourg
| | - Sergi Beltran
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Christophe Béroud
- Aix Marseille Univ, INSERM, MMG, Marseille, France
- Département de Génétique Médicale et de Biologie Cellulaire, APHM, Hôpital d'Enfants de la Timone, Marseille, France
| | - Ewan Birney
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Cath Brooksbank
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Søren Brunak
- Department of Health Technology, Technical University of Denmark, Lyngby, Denmark
- Novo Nordisk Foundation Center for Protein Research, University of Copenhagen, Copenhagen, Denmark
| | | | | | | | - Paul Flicek
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | | | - Peter Goodhand
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
- Global Alliance for Genomics and Health, Toronto, Ontario, Canada
| | - Ivo Gut
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Jaap Heringa
- Department of Computer Science, Vrije Universiteit, Amsterdam, Netherlands
| | | | - Jef Hooyberghs
- Flemish Institute for Technological Research, VITO, Mol, Belgium
| | - Nick Juty
- School of Computer Science, The University of Manchester, Manchester, UK
| | - Thomas M Keane
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Jan O Korbel
- European Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany
| | | | - Brane Leskosek
- IBMI, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | | | | | | | - Arcadi Navarro
- Institute of Evolutionary Biology (UPF-CSIC), Department of Experimental and Health Sciences, Universitat Pompeu Fabra, Barcelona, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
- Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
| | - Steven Newhouse
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | | | - Angela Page
- Global Alliance for Genomics and Health, Toronto, Ontario, Canada
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Bengt Persson
- Department of Cell and Molecular Biology, Science for Life Laboratory, Uppsala, Sweden
| | - Aarno Palotie
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Helen Parkinson
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Jordi Rambla
- Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
| | | | | | - Morris A Swertz
- BBMRI-NL/University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Alfonso Valencia
- Barcelona Supercomputing Centre (BSC), Barcelona, Spain
- ICREA, Pg., Barcelona, Spain
| | - Susheel Varma
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | | | - Serena Scollen
- ELIXIR Hub, Wellcome Genome Campus, Hinxton, Cambridge, UK.
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10
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Love-Koh J, Peel A, Rejon-Parrilla JC, Ennis K, Lovett R, Manca A, Chalkidou A, Wood H, Taylor M. The Future of Precision Medicine: Potential Impacts for Health Technology Assessment. PHARMACOECONOMICS 2018; 36:1439-1451. [PMID: 30003435 PMCID: PMC6244622 DOI: 10.1007/s40273-018-0686-6] [Citation(s) in RCA: 55] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
OBJECTIVE Precision medicine allows healthcare interventions to be tailored to groups of patients based on their disease susceptibility, diagnostic or prognostic information, or treatment response. We analysed what developments are expected in precision medicine over the next decade and considered the implications for health technology assessment (HTA) agencies. METHODS We performed a pragmatic literature search to account for the large size and wide scope of the precision medicine literature. We refined and enriched these results with a series of expert interviews up to 1 h in length, including representatives from HTA agencies, research councils and researchers designed to cover a wide spectrum of precision medicine applications and research. RESULTS We identified 31 relevant papers and interviewed 13 experts. We found that three types of precision medicine are expected to emerge in clinical practice: complex algorithms, digital health applications and 'omics'-based tests. These are expected to impact upon each stage of the HTA process, from scoping and modelling through to decision-making and review. The complex and uncertain treatment pathways associated with patient stratification and fast-paced technological innovation are central to these effects. DISCUSSION Innovation in precision medicine promises substantial benefits but will change the way in which some health services are delivered and evaluated. The shelf life of guidance may decrease, structural uncertainty may increase and new equity considerations will emerge. As biomarker discovery accelerates and artificial intelligence-based technologies emerge, refinements to the methods and processes of evidence assessments will help to adapt and maintain the objective of investing in healthcare that is value for money.
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Affiliation(s)
- James Love-Koh
- York Health Economics Consortium, University of York, York, UK.
- Centre for Health Economics, University of York, Heslington, York, YO10 5DD, UK.
| | - Alison Peel
- York Health Economics Consortium, University of York, York, UK
| | | | - Kate Ennis
- York Health Economics Consortium, University of York, York, UK
- Institute of Infection and Global Health, University of Liverpool, Liverpool, UK
| | - Rosemary Lovett
- National Institute for Health and Care Excellence, Manchester, UK
| | - Andrea Manca
- Centre for Health Economics, University of York, Heslington, York, YO10 5DD, UK
- Luxembourg Institute of Health, Strassen, Luxembourg
| | | | - Hannah Wood
- York Health Economics Consortium, University of York, York, UK
| | - Matthew Taylor
- York Health Economics Consortium, University of York, York, UK
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