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Doherty T, Yao Z, Khleifat AAL, Tantiangco H, Tamburin S, Albertyn C, Thakur L, Llewellyn DJ, Oxtoby NP, Lourida I, Ranson JM, Duce JA. Artificial intelligence for dementia drug discovery and trials optimization. Alzheimers Dement 2023; 19:5922-5933. [PMID: 37587767 DOI: 10.1002/alz.13428] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Revised: 05/26/2023] [Accepted: 07/05/2023] [Indexed: 08/18/2023]
Abstract
Drug discovery and clinical trial design for dementia have historically been challenging. In part these challenges have arisen from patient heterogeneity, length of disease course, and the tractability of a target for the brain. Applying big data analytics and machine learning tools for drug discovery and utilizing them to inform successful clinical trial design has the potential to accelerate progress. Opportunities arise at multiple stages in the therapy pipeline and the growing availability of large medical data sets opens possibilities for big data analyses to answer key questions in clinical and therapeutic challenges. However, before this goal is reached, several challenges need to be overcome and only a multi-disciplinary approach can promote data-driven decision-making to its full potential. Herein we review the current state of machine learning applications to clinical trial design and drug discovery, while presenting opportunities and recommendations that can break down the barriers to implementation.
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Affiliation(s)
- Thomas Doherty
- Eisai Europe Ltd, Hatfield, UK
- University of Westminster, London, UK
| | | | - Ahmad A L Khleifat
- Institute of Psychiatry, Psychology & Neuroscience, Department of Basic and Clinical Neuroscience, King's College London, London, UK
| | | | - Stefano Tamburin
- University of Verona, Department of Neurosciences, Biomedicine & Movement Sciences, Verona, Italy
| | - Chris Albertyn
- Department of Old Age Psychiatry, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Lokendra Thakur
- Division of Genetics and Genomics, Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - David J Llewellyn
- University of Exeter Medical School, Exeter, UK
- Alan Turing Institute, London, UK
| | - Neil P Oxtoby
- UCL Centre for Medical Image Computing, Department of Computer Science, University College London, London, UK
| | | | | | - James A Duce
- The ALBORADA Drug Discovery Institute, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
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Al Qarawani OMAS, Kaur P, Vyas M, Sharma S. Atherosclerosis Potential Drug Targets: Current Scenario and Future Perspectives. Cardiovasc Hematol Disord Drug Targets 2023; 23:77-91. [PMID: 37888822 DOI: 10.2174/011871529x262041230922043156] [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: 06/22/2023] [Revised: 08/01/2023] [Accepted: 08/24/2023] [Indexed: 10/28/2023]
Abstract
BACKGROUND The global burden of atherosclerosis and its implication to cause coronary heart disease and ischemic cardiac problems is the most prevalent cause of morbidity and hospitalization. In the US, there has been an increase in the number of patients with cardiac problems in the last decade, and still remains the primary cause of death in Europe as well as in the US. OBJECTIVES Even though therapeutic interventions and early diagnosis the formation of the fatty lesion and its subsequent steps are possible, the therapeutic management of the disease remains questionable when clinical data is observed. There is still scope for proper target identification and biomarker recognition, which can serve as a baseline to develop efficient pharmacological agent and delivery systems so that the disease incidence and prevalence can be controlled. The present article highlights the current pathophysiological state of the disease and emerging strategies that are applied to manage the disease. FINDINGS This article gives an insight into the limitations of various conventionally used therapeutic agents for disease treatment. The emerging strategies that could prove efficacious in disease treatment. This article also gives an insight into current discoveries in the field of cellular and molecular biology, such as the genetic role in causing dyslipidemia and the role of immune cells and the role of non-coding small RNA, which can set the future direction to develop therapeutics interventions for atherosclerosis.
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Affiliation(s)
| | - Palwinder Kaur
- Department of Pharmaceutical Sciences, Lovely Professional University, Phagwara, Punjab, 144401, India
| | - Manish Vyas
- Department of Pharmaceutical Sciences, Lovely Professional University, Phagwara, Punjab, 144401, India
| | - Sandeep Sharma
- Department of Medical Laboratory Sciences, Lovely Professional University, Phagwara, Punjab, 144401, India
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Strilchuk L, Tocci G, Fogacci F, Cicero AFG. An overview of rosuvastatin/ezetimibe association for the treatment of hypercholesterolemia and mixed dyslipidemia. Expert Opin Pharmacother 2020; 21:531-539. [DOI: 10.1080/14656566.2020.1714028] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Larysa Strilchuk
- Department of Therapy and Medical Diagnostics, Lviv National Medical University, Lviv, Ukraine
| | - Giuliano Tocci
- Department of Clinical and Molecular Medicine, Faculty of Medicine and Psychology, University of Rome Sapienza, Sant’Andrea Hospital, Rome, Italy
- Cardiology Unit, IRCCS Neuromed, Pozzilli, Italy
| | - Federica Fogacci
- Medical and Surgical Sciences Department, Alma Mater Studiorum University of Bologna, Bologna, Italy
| | - Arrigo F. G. Cicero
- Medical and Surgical Sciences Department, Alma Mater Studiorum University of Bologna, Bologna, Italy
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PCSK9 in cholesterol metabolism: from bench to bedside. Clin Sci (Lond) 2018; 132:1135-1153. [DOI: 10.1042/cs20180190] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2018] [Revised: 05/11/2018] [Accepted: 05/14/2018] [Indexed: 12/13/2022]
Abstract
Dyslipidemia, and specifically elevated low-density lipoprotein (LDL) cholesterol, is one of the most important cardiovascular risk factors. Statins are considered first line therapy for the primary and secondary prevention of cardiovascular disease. However, statins may not be adequate treatment for elevated circulating LDL levels and are ineffective in certain familial hypercholesterolemias. The discovery of proprotein convertase subtilisin/kexin type 9 (PCSK9), a regulatory protein that affects LDL receptors, offers a new alternative for these patients. Moreover, gain-of-function PCSK9 mutations were discovered to be the root cause of familial autosomal dominant hypercholesterolemia. Inhibition of PSCK9 reduces plasma LDL levels, even in patients for whom statins are ineffective or not tolerated. Alirocumab and evolocumab, human monoclonal antibodies that inhibit PCSK9, have been approved to lower LDL levels. While there are drawbacks to these treatments, including adverse events, administration by subcutaneous injection, and high cost, these drugs are indicated for the treatment of atherosclerotic cardiovascular disease and familial hypercholesterolemia as adjunct to diet and maximally tolerated statin therapy. PCSK9 inhibitors may work synergistically with statins to lower LDL. Novel approaches to PCSK9 inhibition are currently in development with the aim of providing safe and effective treatment options to decrease cardiovascular event burden, ideally at lower cost and with oral bioavailability.
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Obońska K, Kasprzak M, Sikora J, Obońska E, Racki K, Goździkiewicz N, Krintus M, Kubica J. The impact of the time of drug administration on the effectiveness of combined treatment of hypercholesterolemia with Rosuvastatin and Ezetimibe (RosEze): study protocol for a randomized controlled trial. Trials 2017; 18:316. [PMID: 28697767 PMCID: PMC5504756 DOI: 10.1186/s13063-017-2047-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2016] [Accepted: 06/09/2017] [Indexed: 01/03/2023] Open
Abstract
BACKGROUND Hypercholesterolemia is one of the main risk factors for cardiovascular disease. The first line treatment for hypercholesterolemia is statin therapy. When the expected low-density lipoprotein cholesterol (LDL-C) concentration is not achieved, the pharmacotherapy may be extended by combining the statin with the cholesterol absorption inhibitor ezetimibe. METHODS/DESIGN The study is designed as a randomized, open-label, single-center, crossover study evaluating the effectiveness of combined therapy with rosuvastatin and ezetimibe for hypercholesterolemia. The study is planned to include 200 patients with hypercholesterolemia ineffectively treated with statins for at least 6 weeks. After enrollment participants are randomized into one of two arms receiving rosuvastatin and ezetimibe. In the first arm the study drug is administered in the morning (8:00 am) for 6 weeks and then in the evening for the next 6 weeks; in the second arm the study drug is administered at first in the evening (8:00 pm) for the first 6 weeks and then in the morning for the following 6 weeks. In order to minimize non-adherence to the treatment, all patients will receive the study drug free of charge. The primary outcome of the study is change in LDL-C at 6 and 12 weeks of the treatment, depending on the time of day of study drug administration. The secondary endpoints include change in total cholesterol, high-density lipoprotein (HDL) cholesterol, triglycerides, apolipoproteins ApoB and Apo AI, non-HDL cholesterol, small, dense (sd)-LDL cholesterol, lipoprotein(a), glucose, glycated hemoglobin, high-sensitivity C-reactive protein, aspartate aminotransferase, alanine aminotransferase, gamma-glutamyl transferase, and creatine kinase at 6 and 12 weeks of the study drug treatment, as well as assessment of plasma fluorescence using stationary and time-resolved fluorescence spectroscopy at baseline and at 6 and 12 weeks of the therapy. DISCUSSION The RosEze trial is expected to demonstrate whether there is a significant difference in the effectiveness of the lipid-lowering therapy in reducing the concentration of cholesterol when the medications are taken in the morning compared with the evening time of day. TRIAL REGISTRATION ClinicalTrials.gov, NCT02772640 . Registered on 28 March 2016.
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Affiliation(s)
- Karolina Obońska
- Department of Cardiology and Internal Medicine, Nicolaus Copernicus University, Collegium Medicum, 9 Skłodowskiej-Curie Street, 85-094, Bydgoszcz, Poland.
| | - Michał Kasprzak
- Department of Cardiology and Internal Medicine, Nicolaus Copernicus University, Collegium Medicum, 9 Skłodowskiej-Curie Street, 85-094, Bydgoszcz, Poland
| | - Joanna Sikora
- Department of Pharmacology and Therapy, Nicolaus Copernicus University, Collegium Medicum, 9 Skłodowskiej-Curie Street, 85-094, Bydgoszcz, Poland
| | - Ewa Obońska
- Department of Pharmacology and Therapy, Nicolaus Copernicus University, Collegium Medicum, 9 Skłodowskiej-Curie Street, 85-094, Bydgoszcz, Poland
| | - Krzysztof Racki
- Department of Cardiology and Internal Medicine, Nicolaus Copernicus University, Collegium Medicum, 9 Skłodowskiej-Curie Street, 85-094, Bydgoszcz, Poland
| | - Natalia Goździkiewicz
- Students Scientific Society, Department of Cardiology and Internal Medicine, Nicolaus Copernicus University, Collegium Medicum, 9 Skłodowskiej-Curie Street, 85-094, Bydgoszcz, Poland
| | - Magdalena Krintus
- Department of Laboratory Medicine, Nicolaus Copernicus University, Collegium Medicum, 9 Skłodowskiej-Curie Street, 85-094, Bydgoszcz, Poland
| | - Jacek Kubica
- Department of Cardiology and Internal Medicine, Nicolaus Copernicus University, Collegium Medicum, 9 Skłodowskiej-Curie Street, 85-094, Bydgoszcz, Poland
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Ferri N, Corsini A, Sirtori CR, Ruscica M. Bococizumab for the treatment of hypercholesterolaemia. Expert Opin Biol Ther 2017; 17:237-243. [DOI: 10.1080/14712598.2017.1279602] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Affiliation(s)
- Nicola Ferri
- Department of Pharmaceutical and Pharmacological Sciences, Università di Padova, Padua, Italy
| | - Alberto Corsini
- Dipartimento di Scienze Farmacologiche e Biomolecolari, Università degli Studi di Milano, Milan, Italy
- Multimedica IRCCS, Milano, Italy
| | - Cesare R. Sirtori
- Centro Dislipidemie, A.S.S.T. Grande Ospedale Metropolitano Niguarda, Milan, Italy
| | - Massimiliano Ruscica
- Dipartimento di Scienze Farmacologiche e Biomolecolari, Università degli Studi di Milano, Milan, Italy
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