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Stenzinger A, Moltzen EK, Winkler E, Molnar-Gabor F, Malek N, Costescu A, Jensen BN, Nowak F, Pinto C, Ottersen OP, Schirmacher P, Nordborg J, Seufferlein T, Fröhling S, Edsjö A, Garcia-Foncillas J, Normanno N, Lundgren B, Friedman M, Bolanos N, Tatton-Brown K, Hill S, Rosenquist R. Implementation of precision medicine in healthcare-A European perspective. J Intern Med 2023; 294:437-454. [PMID: 37455247 DOI: 10.1111/joim.13698] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/18/2023]
Abstract
The technical development of high-throughput sequencing technologies and the parallel development of targeted therapies in the last decade have enabled a transition from traditional medicine to personalized treatment and care. In this way, by using comprehensive genomic testing, more effective treatments with fewer side effects are provided to each patient-that is, precision or personalized medicine (PM). In several European countries-such as in England, France, Denmark, and Spain-the governments have adopted national strategies and taken "top-down" decisions to invest in national infrastructure for PM. In other countries-such as Sweden, Germany, and Italy with regionally organized healthcare systems-the profession has instead taken "bottom-up" initiatives to build competence networks and infrastructure to enable equal access to PM. In this review, we summarize key learnings at the European level on the implementation process to establish sustainable governance and organization for PM at the regional, national, and EU/international levels. We also discuss critical ethical and legal aspects of implementing PM, and the importance of access to real-world data and performing clinical trials for evidence generation, as well as the need for improved reimbursement models, increased cross-disciplinary education and patient involvement. In summary, PM represents a paradigm shift, and modernization of healthcare and all relevant stakeholders-that is, healthcare, academia, policymakers, industry, and patients-must be involved in this system transformation to create a sustainable, non-siloed ecosystem for precision healthcare that benefits our patients and society at large.
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Affiliation(s)
- Albrecht Stenzinger
- Institute of Pathology, Heidelberg University Hospital, Heidelberg, Germany
- Centers for Personalized Medicine (ZPM), Germany
| | - Ejner K Moltzen
- Innovation Fund Denmark, International Consortium for Personalised Medicine (IC PerMed), Aarhus, Denmark
| | - Eva Winkler
- Section of Translational Medical Ethics, National Center for Tumour Diseases, University Hospital Heidelberg, Heidelberg, Germany
| | | | - Nisar Malek
- Centers for Personalized Medicine (ZPM), Germany
- Department for Internal Medicine, University Hospital Tübingen, Tübingen, Germany
| | | | | | | | - Carmine Pinto
- Medical Oncology, Comprehensive Cancer Centre, AUSL-IRCCS di Reggio Emilia, Reggio Emilia, Italy
| | | | - Peter Schirmacher
- Institute of Pathology, Heidelberg University Hospital, Heidelberg, Germany
- Centers for Personalized Medicine (ZPM), Germany
| | - Jenni Nordborg
- Lif - The Research-Based Pharmaceutical Industry, Stockholm, Sweden
| | - Thomas Seufferlein
- Department of Internal Medicine I, Ulm University Hospital, Ulm, Germany
| | - Stefan Fröhling
- Division of Translational Medical Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), Heidelberg, Germany
- German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Anders Edsjö
- Department of Clinical Genetics, Pathology and Molecular Diagnostics, Office for Medical Services, Region Skåne, Lund, Sweden
- Division of Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden
- Genomic Medicine Sweden (GMS), Sweden
| | - Jesus Garcia-Foncillas
- Department of Oncology and Cancer Institute, Fundacion Jimenez Diaz University Hospital, Autonomous University, Madrid, Spain
| | - Nicola Normanno
- Cell Biology and Biotherapy Unit, Istituto Nazionale Tumori - IRCCS - Fondazione G. Pascale, Napoli, Italy
| | | | - Mikaela Friedman
- Genomic Medicine Sweden (GMS), Sweden
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
| | | | - Katrina Tatton-Brown
- National Genomics Education, NHS England, London, UK
- St George's University Hospitals NHS Foundation Trust, London, UK
- St George's University of London, London, UK
| | - Sue Hill
- Office of Chief Scientific Officer and the Genomics Unit, NHS England, London, UK
| | - Richard Rosenquist
- Genomic Medicine Sweden (GMS), Sweden
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
- Clinical Genetics, Karolinska University Hospital, Stockholm, Sweden
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Koleva-Kolarova R, Szilberhorn L, Zelei T, Vellekoop H, Nagy B, Huygens S, Versteegh M, Mölken MRV, Wordsworth S, Tsiachristas A. Financial incentives to promote personalized medicine in Europe: an overview and guidance for implementation. Per Med 2023; 20:305-319. [PMID: 37623911 DOI: 10.2217/pme-2022-0145] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/26/2023]
Abstract
The implementation of adequate financing and reimbursement of personalized medicine (PM) in Europe is still turbulent. The views and experience of stakeholders about barriers in financing and reimbursing PM and potential solutions were elicited and supplemented with literature findings to draft a set of recommendations. Key recommendations to overcome the barriers for adequately financing and reimbursing PM in different healthcare systems in Europe included the provision of legal foundations and establishment of large pan-European databases, use of financial-based agreements and regulation of transparency of prices and reimbursement, and creating a business-friendly environment and attractive market for innovation. The recommendations could be used by health authorities for designing a sequence of policy steps to ensure the timely access to beneficial PM.
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Affiliation(s)
| | - László Szilberhorn
- Syreon Research Institute, Budapest, Hungary
- Faculty of Social Sciences, Eötvös Loránd University, Budapest, Hungary
| | - Tamás Zelei
- Syreon Research Institute, Budapest, Hungary
| | - Heleen Vellekoop
- Institute for Medical Technology Assessment, Erasmus University Rotterdam, Rotterdam, The Netherlands
| | - Balázs Nagy
- Syreon Research Institute, Budapest, Hungary
| | - Simone Huygens
- Institute for Medical Technology Assessment, Erasmus University Rotterdam, Rotterdam, The Netherlands
| | - Matthijs Versteegh
- Institute for Medical Technology Assessment, Erasmus University Rotterdam, Rotterdam, The Netherlands
| | - Maureen Rutten-van Mölken
- Institute for Medical Technology Assessment, Erasmus University Rotterdam, Rotterdam, The Netherlands
- Erasmus School of Health Policy and Management, Erasmus University Rotterdam, Rotterdam, The Netherlands
| | - Sarah Wordsworth
- Health Economics Research Centre, University of Oxford, Oxford, UK
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Serrano DR, Kara A, Yuste I, Luciano FC, Ongoren B, Anaya BJ, Molina G, Diez L, Ramirez BI, Ramirez IO, Sánchez-Guirales SA, Fernández-García R, Bautista L, Ruiz HK, Lalatsa A. 3D Printing Technologies in Personalized Medicine, Nanomedicines, and Biopharmaceuticals. Pharmaceutics 2023; 15:313. [PMID: 36839636 PMCID: PMC9967161 DOI: 10.3390/pharmaceutics15020313] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 01/07/2023] [Accepted: 01/12/2023] [Indexed: 01/19/2023] Open
Abstract
3D printing technologies enable medicine customization adapted to patients' needs. There are several 3D printing techniques available, but majority of dosage forms and medical devices are printed using nozzle-based extrusion, laser-writing systems, and powder binder jetting. 3D printing has been demonstrated for a broad range of applications in development and targeting solid, semi-solid, and locally applied or implanted medicines. 3D-printed solid dosage forms allow the combination of one or more drugs within the same solid dosage form to improve patient compliance, facilitate deglutition, tailor the release profile, or fabricate new medicines for which no dosage form is available. Sustained-release 3D-printed implants, stents, and medical devices have been used mainly for joint replacement therapies, medical prostheses, and cardiovascular applications. Locally applied medicines, such as wound dressing, microneedles, and medicated contact lenses, have also been manufactured using 3D printing techniques. The challenge is to select the 3D printing technique most suitable for each application and the type of pharmaceutical ink that should be developed that possesses the required physicochemical and biological performance. The integration of biopharmaceuticals and nanotechnology-based drugs along with 3D printing ("nanoprinting") brings printed personalized nanomedicines within the most innovative perspectives for the coming years. Continuous manufacturing through the use of 3D-printed microfluidic chips facilitates their translation into clinical practice.
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Affiliation(s)
- Dolores R. Serrano
- Department of Pharmaceutics and Food Science, School of Pharmacy, Complutense University of Madrid, 28040 Madrid, Spain
- Instituto Universitario de Farmacia Industrial, Universidad Complutense de Madrid, 28040 Madrid, Spain
| | - Aytug Kara
- Department of Pharmaceutics and Food Science, School of Pharmacy, Complutense University of Madrid, 28040 Madrid, Spain
| | - Iván Yuste
- Department of Pharmaceutics and Food Science, School of Pharmacy, Complutense University of Madrid, 28040 Madrid, Spain
| | - Francis C. Luciano
- Department of Pharmaceutics and Food Science, School of Pharmacy, Complutense University of Madrid, 28040 Madrid, Spain
| | - Baris Ongoren
- Department of Pharmaceutics and Food Science, School of Pharmacy, Complutense University of Madrid, 28040 Madrid, Spain
| | - Brayan J. Anaya
- Department of Pharmaceutics and Food Science, School of Pharmacy, Complutense University of Madrid, 28040 Madrid, Spain
| | - Gracia Molina
- Department of Pharmaceutics and Food Science, School of Pharmacy, Complutense University of Madrid, 28040 Madrid, Spain
| | - Laura Diez
- Department of Pharmaceutics and Food Science, School of Pharmacy, Complutense University of Madrid, 28040 Madrid, Spain
| | - Bianca I. Ramirez
- Department of Pharmaceutics and Food Science, School of Pharmacy, Complutense University of Madrid, 28040 Madrid, Spain
| | - Irving O. Ramirez
- Department of Pharmaceutics and Food Science, School of Pharmacy, Complutense University of Madrid, 28040 Madrid, Spain
| | - Sergio A. Sánchez-Guirales
- Department of Pharmaceutics and Food Science, School of Pharmacy, Complutense University of Madrid, 28040 Madrid, Spain
| | - Raquel Fernández-García
- Department of Pharmaceutics and Food Science, School of Pharmacy, Complutense University of Madrid, 28040 Madrid, Spain
| | - Liliana Bautista
- Department of Pharmaceutics and Food Science, School of Pharmacy, Complutense University of Madrid, 28040 Madrid, Spain
| | - Helga K. Ruiz
- Department of Physical Chemistry, Complutense University of Madrid, 28040 Madrid, Spain
| | - Aikaterini Lalatsa
- Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow G4 0RE, UK
- CRUK Formulation Unit, School of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow G4 0RE, UK
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Sadler D, Okwuosa T, Teske AJ, Guha A, Collier P, Moudgil R, Sarkar A, Brown SA. Cardio oncology: Digital innovations, precision medicine and health equity. Front Cardiovasc Med 2022; 9:951551. [PMID: 36407451 PMCID: PMC9669068 DOI: 10.3389/fcvm.2022.951551] [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: 05/24/2022] [Accepted: 10/03/2022] [Indexed: 11/06/2022] Open
Abstract
The rapid emergence of cardio-oncology has resulted in a rapid growth of cardio-oncology programs, dedicated professional societies sections and committees, and multiple collaborative networks that emerged to amplify the access to care in this new subspecialty. However, most existing data, position statements and guidelines are limited by the lack of availability of large clinical trials to support these recommendations. Furthermore, there are significant challenges regarding proper access to cardio-oncology care and treatment, particularly in marginalized and minority populations. The emergence and evolution of personalized medicine, artificial intelligence (AI), and machine learning in medicine and in cardio-oncology provides an opportunity for a more targeted, personalized approach to cardiovascular complications of cancer treatment. The proper implementation of these new modalities may facilitate a more equitable approach to adequate and universal access to cardio-oncology care, improve health related outcomes, and enable health care systems to eliminate the digital divide. This article reviews and analyzes the current status on these important issues.
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Affiliation(s)
- Diego Sadler
- Cardio Oncology Section, Department of Cardiovascular Medicine, Heart Vascular and Thoracic Institute, Cleveland Clinic Florida, Weston, FL, United States
- *Correspondence: Diego Sadler
| | - Tochukwu Okwuosa
- Division of Cardiology, Department of Medicine, Rush University Medical Center, Chicago, IL, United States
| | - A. J. Teske
- Division of Heart and Lungs, Department of Cardiology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Avirup Guha
- Division of Cardiology, Department of Medicine, Medical College of Georgia at Augusta University, Augusta, GA, United States
| | - Patrick Collier
- Cleveland Clinic, Cardio Oncology, Department of Cardiovascular Medicine, Heart, Vascular and Thoracic Institute, Cleveland, OH, United States
| | - Rohit Moudgil
- Cleveland Clinic, Cardio Oncology, Department of Cardiovascular Medicine, Heart, Vascular and Thoracic Institute, Cleveland, OH, United States
| | - Abdullah Sarkar
- Cardio Oncology Section, Department of Cardiovascular Medicine, Heart Vascular and Thoracic Institute, Cleveland Clinic Florida, Weston, FL, United States
| | - Sherry-Ann Brown
- Division of Cardiology, Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, United States
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Piergentili R, Basile G, Nocella C, Carnevale R, Marinelli E, Patrone R, Zaami S. Using ncRNAs as Tools in Cancer Diagnosis and Treatment-The Way towards Personalized Medicine to Improve Patients' Health. Int J Mol Sci 2022; 23:ijms23169353. [PMID: 36012617 PMCID: PMC9409241 DOI: 10.3390/ijms23169353] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Revised: 08/14/2022] [Accepted: 08/16/2022] [Indexed: 12/06/2022] Open
Abstract
Although the first discovery of a non-coding RNA (ncRNA) dates back to 1958, only in recent years has the complexity of the transcriptome started to be elucidated. However, its components are still under investigation and their identification is one of the challenges that scientists are presently facing. In addition, their function is still far from being fully understood. The non-coding portion of the genome is indeed the largest, both quantitatively and qualitatively. A large fraction of these ncRNAs have a regulatory role either in coding mRNAs or in other ncRNAs, creating an intracellular network of crossed interactions (competing endogenous RNA networks, or ceRNET) that fine-tune the gene expression in both health and disease. The alteration of the equilibrium among such interactions can be enough to cause a transition from health to disease, but the opposite is equally true, leading to the possibility of intervening based on these mechanisms to cure human conditions. In this review, we summarize the present knowledge on these mechanisms, illustrating how they can be used for disease treatment, the current challenges and pitfalls, and the roles of environmental and lifestyle-related contributing factors, in addition to the ethical, legal, and social issues arising from their (improper) use.
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Affiliation(s)
- Roberto Piergentili
- Institute of Molecular Biology and Pathology, Italian National Research Council (CNR-IBPM), 00185 Rome, Italy
| | - Giuseppe Basile
- Trauma Unit and Emergency Department, IRCCS Galeazzi Orthopedics Institute, 20161 Milan, Italy
- Head of Legal Medicine Unit, Clinical Institute San Siro, 20148 Milan, Italy
| | - Cristina Nocella
- Department of Clinical Internal, Anaesthesiological and Cardiovascular Sciences, “Sapienza” University of Rome, Viale del Policlinico, 155, 00161 Rome, Italy
| | - Roberto Carnevale
- Department of Medico-Surgical Sciences and Biotechnologies, “Sapienza” University of Rome, 04100 Latina, Italy
- Mediterranea Cardiocentro-Napoli, Via Orazio, 80122 Naples, Italy
| | - Enrico Marinelli
- Department of Medico-Surgical Sciences and Biotechnologies, “Sapienza” University of Rome, 04100 Latina, Italy
- Correspondence:
| | - Renato Patrone
- PhD ICTH, University of Federico II, HPB Department INT F. Pascale IRCCS of Naples, Via Mariano Semmola, 80131 Naples, Italy
| | - Simona Zaami
- Department of Anatomical, Histological, Forensic and Orthopedic Sciences, Section of Forensic Medicine, “Sapienza” University of Rome, 00161 Rome, Italy
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Koleva-Kolarova R, Buchanan J, Vellekoop H, Huygens S, Versteegh M, Mölken MRV, Szilberhorn L, Zelei T, Nagy B, Wordsworth S, Tsiachristas A. Financing and Reimbursement Models for Personalised Medicine: A Systematic Review to Identify Current Models and Future Options. APPLIED HEALTH ECONOMICS AND HEALTH POLICY 2022; 20:501-524. [PMID: 35368231 PMCID: PMC9206925 DOI: 10.1007/s40258-021-00714-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 12/28/2021] [Indexed: 05/31/2023]
Abstract
BACKGROUND The number of healthcare interventions described as 'personalised medicine' (PM) is increasing rapidly. As healthcare systems struggle to decide whether to fund PM innovations, it is unclear what models for financing and reimbursement are appropriate to apply in this context. OBJECTIVE To review financing and reimbursement models for PM, summarise their key characteristics, and describe whether they can influence the development and uptake of PM. METHODS A literature review was conducted in Medline, Embase, Web of Science, and Econlit to identify studies published in English between 2009 and 2021, and reviews published before 2009. Grey literature was identified through Google Scholar, Google and subject-specific webpages. Articles that described financing and reimbursement of PM, and financing of non-PM were included. Data were extracted and synthesised narratively to report on the models, as well as facilitators, incentives, barriers and disincentives that could influence PM development and uptake. RESULTS One hundred and fifty-three papers were included. Research and development of PM was financed through both public and private sources and reimbursed largely through traditional models such as single fees, Diagnosis-Related Groups, and bundled payments. Financial-based reimbursement, including rebates and price-volume agreements, was mainly applied to targeted therapies. Performance-based reimbursement was identified mainly for gene and targeted therapies, and some companion diagnostics. Gene therapy manufacturers offered outcome-based rebates for treatment failure for interventions including Luxturna®, Kymriah®, Yescarta®, Zynteglo®, Zolgensma® and Strimvelis®, and coverage with evidence development for Kymriah® and Yescarta®. Targeted testing with OncotypeDX® was granted value-based reimbursement through initial coverage with evidence development. The main barriers and disincentives to PM financing and reimbursement were the lack of strong links between stakeholders and the lack of demonstrable benefit and value of PM. CONCLUSIONS Public-private financing agreements and performance-based reimbursement models could help facilitate the development and uptake of PM interventions with proven clinical benefit.
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Affiliation(s)
| | - James Buchanan
- Health Economics Research Centre, University of Oxford, Oxford, UK
| | - Heleen Vellekoop
- Institute for Medical Technology Assessment, Erasmus University Rotterdam, P.O. Box 1738, 3000 DR, Rotterdam, The Netherlands
| | - Simone Huygens
- Institute for Medical Technology Assessment, Erasmus University Rotterdam, P.O. Box 1738, 3000 DR, Rotterdam, The Netherlands
| | - Matthijs Versteegh
- Institute for Medical Technology Assessment, Erasmus University Rotterdam, P.O. Box 1738, 3000 DR, Rotterdam, The Netherlands
| | - Maureen Rutten-van Mölken
- Institute for Medical Technology Assessment, Erasmus University Rotterdam, P.O. Box 1738, 3000 DR, Rotterdam, The Netherlands
- Erasmus School of Health Policy and Management, Erasmus University Rotterdam, Rotterdam, The Netherlands
| | - László Szilberhorn
- Syreon Research Institute, Budapest, Hungary
- Faculty of Social Sciences, Eötvös Loránd University, Budapest, Hungary
| | - Tamás Zelei
- Syreon Research Institute, Budapest, Hungary
| | - Balázs Nagy
- Syreon Research Institute, Budapest, Hungary
| | - Sarah Wordsworth
- Health Economics Research Centre, University of Oxford, Oxford, UK
- National Institute for Health Research (NIHR) Oxford Biomedical Research Centre, Oxford, UK
| | - Apostolos Tsiachristas
- Health Economics Research Centre, University of Oxford, Oxford, UK
- National Institute for Health Research (NIHR) Oxford Biomedical Research Centre, Oxford, UK
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Laurano R, Boffito M, Ciardelli G, Chiono V. Wound Dressing Products: a Translational Investigation from the Bench to the Market. ENGINEERED REGENERATION 2022. [DOI: 10.1016/j.engreg.2022.04.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
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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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Peyroteo M, Ferreira IA, Elvas LB, Ferreira JC, Lapão LV. Remote Monitoring Systems for Patients With Chronic Diseases in Primary Health Care: Systematic Review. JMIR Mhealth Uhealth 2021; 9:e28285. [PMID: 34932000 PMCID: PMC8734917 DOI: 10.2196/28285] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2021] [Revised: 05/25/2021] [Accepted: 10/08/2021] [Indexed: 01/19/2023] Open
Abstract
Background The digital age, with digital sensors, the Internet of Things (IoT), and big data tools, has opened new opportunities for improving the delivery of health care services, with remote monitoring systems playing a crucial role and improving access to patients. The versatility of these systems has been demonstrated during the current COVID-19 pandemic. Health remote monitoring systems (HRMS) present various advantages such as the reduction in patient load at hospitals and health centers. Patients that would most benefit from HRMS are those with chronic diseases, older adults, and patients that experience less severe symptoms recovering from SARS-CoV-2 viral infection. Objective This paper aimed to perform a systematic review of the literature of HRMS in primary health care (PHC) settings, identifying the current status of the digitalization of health processes, remote data acquisition, and interactions between health care personnel and patients. Methods A systematic literature review was conducted using PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analysis) guidelines to identify articles that explored interventions with HRMS in patients with chronic diseases in the PHC setting. Results The literature review yielded 123 publications, 18 of which met the predefined inclusion criteria. The selected articles highlighted that sensors and wearables are already being used in multiple scenarios related to chronic disease management at the PHC level. The studies focused mostly on patients with diabetes (9/26, 35%) and cardiovascular diseases (7/26, 27%). During the evaluation of the implementation of these interventions, the major difficulty that stood out was the integration of information into already existing systems in the PHC infrastructure and in changing working processes of PHC professionals (83%). Conclusions The PHC context integrates multidisciplinary teams and patients with often complex, chronic pathologies. Despite the theoretical framework, objective identification of problems, and involvement of stakeholders in the design and implementation processes, these interventions mostly fail to scale up. Despite the inherent limitations of conducting a systematic literature review, the small number of studies in the PHC context is a relevant limitation. This study aimed to demonstrate the importance of matching technological development to the working PHC processes in interventions regarding the use of sensors and wearables for remote monitoring as a source of information for chronic disease management, so that information with clinical value is not lost along the way.
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Affiliation(s)
- Mariana Peyroteo
- NOVA School of Science and Technology, NOVA University of Lisbon, Setúbal, Portugal.,Inov Inesc Inovação, Instituto de Novas Tecnologias, Lisbon, Portugal
| | - Inês Augusto Ferreira
- Instituto Universitário de Lisboa (ISCTE-IUL), ISTAR, Lisbon, Portugal.,School of Biology, St Leonard's Postgraduate College, The University of St Andrews, St Andrews, United Kingdom
| | - Luís Brito Elvas
- Inov Inesc Inovação, Instituto de Novas Tecnologias, Lisbon, Portugal.,Instituto Universitário de Lisboa (ISCTE-IUL), ISTAR, Lisbon, Portugal
| | - João Carlos Ferreira
- Inov Inesc Inovação, Instituto de Novas Tecnologias, Lisbon, Portugal.,Instituto Universitário de Lisboa (ISCTE-IUL), ISTAR, Lisbon, Portugal
| | - Luís Velez Lapão
- Unidade de Investigação e Desenvolvimento em Engenharia Mecanica e Industrial, Department of Mechanical and Industrial Engineering, NOVA School of Science and Technology, Setúbal, Portugal.,Comprehensive Health Research Center, NOVA Medical School, NOVA University of Lisbon, Lisboa, Portugal
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10
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Galli E, Bourg C, Kosmala W, Oger E, Donal E. Phenomapping Heart Failure with Preserved Ejection Fraction Using Machine Learning Cluster Analysis: Prognostic and Therapeutic Implications. Heart Fail Clin 2021; 17:499-518. [PMID: 34051979 DOI: 10.1016/j.hfc.2021.02.010] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Heart failure with preserved ejection fraction (HFpEF) is characterized by a high rate of hospitalization and mortality (up to 84% at 5 years), which are similar to those observed for heart failure with reduced ejection fraction (HFrEF). These epidemiologic data claim for the development of specific and innovative therapies to reduce the burden of morbidity and mortality associated with this disease. Compared with HFrEF, which is due to a primary myocardial damage (eg ischemia, cardiomyopathies, toxicity), a heterogeneous etiologic background characterizes HFpEF. The authors discuss these phenotypes and specificities for defining therapeutic strategies that could be proposed according to phenotypes.
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Affiliation(s)
- Elena Galli
- University of Rennes, CHU Rennes, INSERM, LTSI-UMR 1099, Rennes F-35000, France
| | - Corentin Bourg
- University of Rennes, CHU Rennes, INSERM, LTSI-UMR 1099, Rennes F-35000, France
| | - Wojciech Kosmala
- Cardiology Department, Wroclaw Medical University, Wroclaw, Poland
| | - Emmanuel Oger
- University of Rennes, EA 7449 REPERES [Pharmacoepidemiology and Health Services Research], Rennes, France
| | - Erwan Donal
- University of Rennes, CHU Rennes, INSERM, LTSI-UMR 1099, Rennes F-35000, France.
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11
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Grisafi D, Ceschi A, Avalos Clerici V, Scaglione F. The Contribution of Clinical Pharmacologists in Precision Medicine: An Opportunity for Health Care Improvement. Curr Ther Res Clin Exp 2021; 94:100628. [PMID: 34306268 PMCID: PMC8296076 DOI: 10.1016/j.curtheres.2021.100628] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Accepted: 03/16/2021] [Indexed: 12/02/2022] Open
Abstract
Background Clinical pharmacologists play an important role and have professional value in the field, especially regarding their role within precision medicine (PM) and personalized therapies. Objective In this work, we sought to stimulate debate on the role of clinical pharmacologists. Methods A literature review was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses statement, through electronic consultation of 2 databases, PubMed/Medline and Embase, and Google Scholar with manual research taking into account the peer-reviewed literature such as observational studies, reviews, original research articles, comments, mini-reviews, and opinion papers published in English between 2010 and February 2020. Titles and abstracts were screened by 1 author, and studies identified for full-text analysis and selected according to inclusion criteria were agreed on by 2 reviewers. Results We identified a total of 535 peer-reviewed articles and the number of full texts eligible for the project was 43. Several publications highlight the clinical value of pharmacologists in highly complex hospitals, where the strategies of PM are implemented. Although there are still no studies measuring the clinical efficiency and the efficacy of clinical pharmacology services, and the applicability of PM protocols, this review shows the considerable debate around the future mission of clinical pharmacology services as a bridging discipline capable of combining the complex knowledge and different professional skills needed to fully implement PM. Conclusions Various strategies have been conceived and planned to facilitate the transition from mainstream medicine to PM, which will enable patients to be treated more accurately, with significant advantages in terms of safety and effectiveness of treatments. Therefore, in the future, to ensure that the evolutionary process of medicine can involve as many patients and caregivers as possible, infrastructures capable of bringing together different multidisciplinary skills among health professionals will have to be implemented. Clinical pharmacologists could be the main drivers of this strategy because they already, with their multidisciplinary training, operate in a series of services in high-level hospitals, facilitating the clinical governance of the most challenging patients. The implementation of these strategies will lastly allow national health organizations to adequately address the management and therapeutic challenges related to the advent of new drugs and cell and gene therapies by facilitating the removal of economic and organizational barriers to ensure equitable access to PM. (Curr Ther Res Clin Exp. 2021; 82:XXX–XXX)
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Affiliation(s)
- Davide Grisafi
- Department of Biotechnology and Translational Medicine, University of Milano, Via Vanvitelli, 32 20129 MILANO (MI), Milan, Italy
| | - Alessandro Ceschi
- Division of Clinical Pharmacology and Toxicology, Institute of Pharmacological Sciences of Southern Switzerland, Ente Ospedaliero Cantonale, Lugano, Switzerland.,Department of Clinical Pharmacology and Toxicology, University Hospital Zurich, Zurich, Switzerland.,Faculty of Biomedical Sciences, University of Southern Switzerland, Lugano, Switzerland
| | | | - Francesco Scaglione
- Department of Biotechnology and Translational Medicine, University of Milano, Via Vanvitelli, 32 20129 MILANO (MI), Milan, Italy.,Department of Oncology and Hemato-oncology, University of Milano, Via Vanvitelli, 32 20129 MILANO (MI), Milan, Italy
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12
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Scutt G, Overall A, Bakrania P, Krasteva E, Parekh N, Ali K, Davies JG, Rajkumar C. The Association of a Single-Nucleotide Polymorphism in the Nuclear Factor (Erythroid-Derived 2)-Like 2 Gene With Adverse Drug Reactions, Multimorbidity, and Frailty in Older People. J Gerontol A Biol Sci Med Sci 2021; 75:1050-1057. [PMID: 31102514 DOI: 10.1093/gerona/glz131] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2019] [Indexed: 12/13/2022] Open
Abstract
Susceptibility to adverse drug reactions (ADRs), multimorbidity, and frailty are associated with human aging, yet there is wide variation in the severity and age at which individuals are afflicted. Identifying genetic markers of increased risk of this phenotype would help stratify individuals to specialist interventions. Nuclear factor (erythroid-derived 2)-like 2 (Nrf2) regulates a cell's response to stressors, including the expression of enzymes involved in drug metabolism. Its expression has been shown to decline in animal aging models. In this study, we tested the hypothesis that Nrf2 gene (NFE2L2) transcription/translation decline in human aging and that single-nucleotide polymorphisms (SNPs) in the NFE2L2 gene are associated with increased ADR risk, multimorbidity, and frailty in older people. Gene expression and protein levels were measured in peripheral blood mononuclear cells donated from healthy patients aged 18-80 years old. NFE2L2 genotypes were determined at three loci in a subpopulation of patients recruited to the PRIME study (a multicenter prospective cohort study that followed older adults for 8 weeks post-discharge to determine ADR). Both NFE2L2 gene and Nrf2 protein expression declined significantly with age in human peripheral blood mononuclear cells. In the PRIME substudy population, the rs35652124 NFE2L2 SNP was associated with increased ADR risk and decreased frailty and multimorbidity scores.
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Affiliation(s)
- Greg Scutt
- School of Pharmacy and Biomolecular Sciences, University of Brighton, UK
| | - Andrew Overall
- School of Pharmacy and Biomolecular Sciences, University of Brighton, UK
| | - Prijay Bakrania
- School of Pharmacy and Biomolecular Sciences, University of Brighton, UK
| | | | | | | | - J Graham Davies
- Institute of Pharmaceutical Science, King's College London, UK
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13
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Rubio JM, Malhotra AK, Kane JM. Towards a framework to develop neuroimaging biomarkers of relapse in schizophrenia. Behav Brain Res 2021; 402:113099. [PMID: 33417996 DOI: 10.1016/j.bbr.2020.113099] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2020] [Revised: 12/16/2020] [Accepted: 12/27/2020] [Indexed: 12/31/2022]
Abstract
Schizophrenia is a chronic disorder that often requires long-term relapse-prevention treatment. This treatment is effective for most individuals, yet approximately 20-30 % of them may still relapse despite confirmed adherence. Alternatively, for about 15 % it may be safe to discontinue medications over the long term, but since there are no means to identify who those individuals will be, the recommendation is that all individuals receive long-term relapse-prevention treatment with antipsychotic maintenance. Thus, the current approach to prevent relapse in schizophrenia may be suboptimal for over one third of individuals, either by being insufficient to protect against relapse, or by unnecessarily exposing them to medication side effects. There is great need to identify biomarkers of relapse in schizophrenia to stratify treatment according to the risk and develop therapeutics targeting its pathophysiology. In order to develop a line of research that meets those needs, it is necessary to create a framework by identifying the challenges to this type of study as well as potential areas for biomarker identification and development. In this manuscript we review the literature to create such a framework.
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Affiliation(s)
- Jose M Rubio
- The Zucker Hillside Hospital, Department of Psychiatry, Northwell Health, Glen Oaks, NY, USA; Zucker School of Medicine at Hofstra/Northwell, Department of Psychiatry and Molecular Medicine, Hempstead, NY, USA; The Feinstein Institute for Medical Research, Center for Psychiatric Neuroscience, Manhasset, NY, USA.
| | - Anil K Malhotra
- The Zucker Hillside Hospital, Department of Psychiatry, Northwell Health, Glen Oaks, NY, USA; Zucker School of Medicine at Hofstra/Northwell, Department of Psychiatry and Molecular Medicine, Hempstead, NY, USA; The Feinstein Institute for Medical Research, Center for Psychiatric Neuroscience, Manhasset, NY, USA
| | - John M Kane
- The Zucker Hillside Hospital, Department of Psychiatry, Northwell Health, Glen Oaks, NY, USA; Zucker School of Medicine at Hofstra/Northwell, Department of Psychiatry and Molecular Medicine, Hempstead, NY, USA; The Feinstein Institute for Medical Research, Center for Psychiatric Neuroscience, Manhasset, NY, USA
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14
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Horgan D, Borisch B, Richer E, Bernini C, Kalra D, Lawler M, Ciliberto G, Van Poppel H, Paradiso A, Riegman P, Triberti S, Metspalu A, Chiti A, Macintyre E, Boccia S, Calvo F, Schatz D, Koeva-Balabanova J, Jonsson B. Propelling Health Care into the Twenties. Biomed Hub 2020; 5:15-67. [PMID: 32775335 PMCID: PMC7392387 DOI: 10.1159/000508300] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2020] [Accepted: 04/29/2020] [Indexed: 12/21/2022] Open
Abstract
The scope and potential of personalised health care are underappreciated and underrealised, often because of resistance to change. The consequence is that many inadequacies of health care in Europe persist unnecessarily, and many opportunities for improvement are neglected. This article identifies the principal challenges, outlines possible approaches to resolving them, and highlights the benefits that could result from greater adoption of personalised health care. It locates the discussion in the context of European policy, focusing particularly on the most recent and authoritative reviews of health care in the EU Member States, and on the newly acquired spirit of readiness and pragmatism among European officials to embrace change and innovative technologies in a new decade. It highlights the attention now being given by policymakers to incentives, innovation, and investment as levers to improve European citizens' prospects in a rapidly evolving world, and how these distinct and disruptive themes contribute to a renaissance in thinking about delivering optimal health care in Europe. It explores the chances offered to patients by specific initiatives in health domains such as cancer and antimicrobial resistance, and by innovative science, novel therapies, earlier diagnosis tools, and deeper understanding of health promotion and prevention. And it reflects on how health care providers could benefit from a shift towards better primary care and towards deploying health data more effectively, including the use of artificial intelligence, coupled with a move to a smoother organisational/regulatory structure and realigned professional responsibilities. The conclusion is that preparing Europe's health care systems for the inevitable strains of the coming years is both possible and necessary. A more courageous approach to embracing personalised health care could guarantee the sustainability of Europe's health care systems before rising demands and exponential costs overwhelm them - an exercise in future-proofing, in ensuring that they are equipped to withstand whatever lies ahead. A focus on the potential and implementation of personalised care would permit more efficient use of resources and deliver better quality health-preserving care.
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Affiliation(s)
- Denis Horgan
- European Alliance for Personalised Medicine, Brussels, Belgium
| | - Bettina Borisch
- BioCampus, Institute of Global Health, University of Geneva, Geneva, Switzerland
| | | | - Chiara Bernini
- European Alliance for Personalised Medicine, Brussels, Belgium
| | - Dipak Kalra
- The European Institute for Innovation through Health Data (i-HD), Gent, Belgium
| | - Mark Lawler
- Queen's University Belfast, Belfast, United Kingdom
| | | | | | | | | | - Stefano Triberti
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
- Applied Research Division for Cognitive and Psychological Science, IEO, European Institute of Oncology IRCCS, Milan, Italy
| | - Andres Metspalu
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Arturo Chiti
- Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Elizabeth Macintyre
- Laboratory of Onco-Haematology, Assistance Publique-Hôpitaux de Paris (AP-HP), Paris, France
| | - Stefania Boccia
- Sezione di Igiene, Dipartimento Universitario Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Roma, Italy
- Department of Woman and Child Health and Public Health - Public Health Area, Fondazione Policlinico Universitario A. Gemelli IRCCS, Roma, Italy
| | | | - Desmond Schatz
- Department of Pediatrics, University of Florida, Gainesville, Florida, USA
| | | | - Bengt Jonsson
- Stockholm School of Economics (SSE), Stockholm, Sweden
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15
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Venne J, Busshoff U, Poschadel S, Menschel R, Evangelatos N, Vysyaraju K, Brand A. International consortium for personalized medicine: an international survey about the future of personalized medicine. Per Med 2020; 17:89-100. [DOI: 10.2217/pme-2019-0093] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Aim: The ICPerMed, international initiative promoting personalized medicine, has realized a survey among a group of experts, to define a common vision for the deployment of personalized medicine across healthcare systems until 2030. Materials & methods: ICPerMed defined five perspectives (p.4) and addressed an online questionnaire to 97 international experts to collect their views. Results: Seventy (72%) of the 97 experts effectively answered the survey from which 69 answers were exploitable. Respondents from a variety of international profiles approved the five proposed perspectives and reported required actions and best practices. Conclusion: There is a large consensus among experts directly involved in shaping international strategies and policies, calling for voluntarist public policies, new IT platforms enabling data-driven approaches, large-scale educational programs and new financing models.
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Affiliation(s)
- Julien Venne
- UNU-MERIT (Maastricht Economic & Social Research Institute on Innovation & Technology), Maastricht University, 6211AX Maastricht, The Netherlands
- Centre for Digital Health & Wellbeing (CDHW), Prasanna School of Public Health (PSPH), Manipal Academy of Higher Education, Manipal, Karnataka 576104, India
| | - Ulrike Busshoff
- DLR Project Management Agency, 53227 Bonn, Germany and ICPerMed Secretariat
| | - Sebastian Poschadel
- DLR Project Management Agency, Center of Expertise for Analysis and Evaluation, 53227 Bonn, Germany
| | - Robin Menschel
- DLR Project Management Agency, Center of Expertise for Analysis and Evaluation, 53227 Bonn, Germany
| | - Nikolaos Evangelatos
- UNU-MERIT (Maastricht Economic & Social Research Institute on Innovation & Technology), Maastricht University, 6211AX Maastricht, The Netherlands
- Dr TMA Pai Endowment Chair in Research Policy in Biomedical Sciences & Public Health, Prasanna School of Public Health (PSPH), Manipal Academy of Higher Education, Manipal, Karnataka 576104, India
- Intensive Care Medicine Unit, Department of Respiratory Medicine, Allergology & Sleep Medicine, Paracelsus Medical University (PMU), 90419 Nuremberg, Germany
| | - Kranthi Vysyaraju
- UNU-MERIT (Maastricht Economic & Social Research Institute on Innovation & Technology), Maastricht University, 6211AX Maastricht, The Netherlands
- Public Health Genomics, School of Life Sciences, Manipal Academy of Higher Education, Manipal, Karnataka 576104, India
| | - Angela Brand
- UNU-MERIT (Maastricht Economic & Social Research Institute on Innovation & Technology), Maastricht University, 6211AX Maastricht, The Netherlands
- Public Health Genomics, School of Life Sciences, Manipal Academy of Higher Education, Manipal, Karnataka 576104, India
- Department of International Health, Faculty of Health, Medicine & Life Sciences, Maastricht University, 6229 GT Maastricht, The Netherlands
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16
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Gervasini G. Pharmacogenetics and personalized medicine. Are expectations being met? Med Clin (Barc) 2019; 152:368-371. [PMID: 30611536 DOI: 10.1016/j.medcli.2018.12.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2018] [Revised: 12/04/2018] [Accepted: 12/04/2018] [Indexed: 10/27/2022]
Affiliation(s)
- Guillermo Gervasini
- Departamento de Terapéutica Médico-Quirúrgica, Facultad de Medicina, Universidad de Extremadura, Badajoz, España.
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Cirillo D, Valencia A. Big data analytics for personalized medicine. Curr Opin Biotechnol 2019; 58:161-167. [PMID: 30965188 DOI: 10.1016/j.copbio.2019.03.004] [Citation(s) in RCA: 71] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2018] [Revised: 02/22/2019] [Accepted: 03/01/2019] [Indexed: 01/06/2023]
Abstract
Big Data are radically changing biomedical research. The unprecedented advances in automated collection of large-scale molecular and clinical data pose major challenges to data analysis and interpretation, calling for the development of new computational approaches. The creation of powerful systems for the effective use of biomedical Big Data in Personalized Medicine (a.k.a. Precision Medicine) will require significant scientific and technical developments, including infrastructure, engineering, project and financial management. We review here how the evolution of data-driven methods offers the possibility to address many of these problems, guiding the formulation of hypotheses on systems functioning and the generation of mechanistic models, and facilitating the design of clinical procedures in Personalized Medicine.
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Affiliation(s)
- Davide Cirillo
- Barcelona Supercomputing Center (BSC), C/Jordi Girona 29, 08034, Barcelona, Spain.
| | - Alfonso Valencia
- Barcelona Supercomputing Center (BSC), C/Jordi Girona 29, 08034, Barcelona, Spain; ICREA, Pg. Lluís Companys 23, 08010, Barcelona, Spain
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18
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Current Progress in Pharmacogenetics of Second-Line Antidiabetic Medications: Towards Precision Medicine for Type 2 Diabetes. J Clin Med 2019; 8:jcm8030393. [PMID: 30901912 PMCID: PMC6463061 DOI: 10.3390/jcm8030393] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2019] [Revised: 03/15/2019] [Accepted: 03/18/2019] [Indexed: 12/17/2022] Open
Abstract
Precision medicine is a scientific and medical practice for personalized therapy based on patients’ individual genetic, environmental, and lifestyle characteristics. Pharmacogenetics and pharmacogenomics are also rapidly developing and expanding as a key element of precision medicine, in which the association between individual genetic variabilities and drug disposition and therapeutic responses are investigated. Type 2 diabetes (T2D) is a chronic metabolic disorder characterized by hyperglycemia mainly associated with insulin resistance, with the risk of clinically important cardiovascular, neurological, and renal complications. The latest consensus report from the American Diabetes Association and European Association for the Study of Diabetes (ADA-EASD) on the management of T2D recommends preferential use of glucagon-like peptide-1 (GLP-1) receptor agonists, sodium-glucose cotransporter-2 (SGLT2) inhibitors, and some dipeptidyl peptidase-4 (DPP-4) inhibitors after initial metformin monotherapy for diabetic patients with established atherosclerotic cardiovascular or chronic kidney disease, and with risk of hypoglycemia or body weight-related problems. In this review article, we summarized current progress on pharmacogenetics of newer second-line antidiabetic medications in clinical practices and discussed their therapeutic implications for precision medicine in T2D management. Several biomarkers associated with drug responses have been identified from extensive clinical pharmacogenetic studies, and functional variations in these genes have been shown to significantly affect drug-related glycemic control, adverse reactions, and risk of diabetic complications. More comprehensive pharmacogenetic research in various clinical settings will clarify the therapeutic implications of these genes, which may be useful tools for precision medicine in the treatment and prevention of T2D and its complications.
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Affiliation(s)
- Adam Tarring
- Future Science Group, Unitec House, 2 Albert Place, London N31QB, UK
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