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Darab MG, Engel L, Henzler D, Lauerer M, Nagel E, Brown V, Mihalopoulos C. Model-Based Economic Evaluations of Interventions for Dementia: An Updated Systematic Review and Quality Assessment. APPLIED HEALTH ECONOMICS AND HEALTH POLICY 2024; 22:503-525. [PMID: 38554246 PMCID: PMC11178626 DOI: 10.1007/s40258-024-00878-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 03/07/2024] [Indexed: 04/01/2024]
Abstract
BACKGROUND There has been an increase in model-based economic evaluations of interventions for dementia. The most recent systematic review of economic evaluations for dementia highlighted weaknesses in studies, including lack of justification for model assumptions and data inputs. OBJECTIVE This study aimed to update the last published systematic review of model-based economic evaluations of interventions for dementia, including Alzheimer's disease, with a focus on any methodological improvements and quality assessment of the studies. METHODS Systematic searches in eight databases, including PubMed, Cochrane, Embase, CINAHL, PsycINFO, EconLit, international HTA database, and the Tufts Cost-Effectiveness Analysis Registry were undertaken from February 2018 until August 2022. The quality of the included studies was assessed using the Philips checklist and the Consolidated Health Economic Evaluation Reporting Standards (CHEERS) 2022 checklist. The findings were summarized through narrative analysis. RESULTS This review included 23 studies, comprising cost-utility analyses (87%), cost-benefit analyses (9%) and cost-effectiveness analyses (4%). The studies covered various interventions, including pharmacological (n = 10, 43%), non-pharmacological (n = 4, 17%), prevention (n = 4, 17%), diagnostic (n = 4, 17%) and integrated (n = 1, 4%) [diagnostics-pharmacologic] strategies. Markov transition models were commonly employed (65%), followed by decision trees (13%) and discrete-event simulation (9%). Several interventions from all categories were reported as being cost effective. The quality of reporting was suboptimal for the Methods and Results sections in almost all studies, although the majority of studies adequately addressed the decision problem, scope, and model-type selection in their economic evaluations. Regarding the quality of methodology, only a minority of studies addressed competing theories or clearly explained the rationale for model structure. Furthermore, few studies systematically identified key parameters or assessed data quality, and uncertainty was mostly addressed partially. CONCLUSIONS This review informs future research and resource allocation by providing insights into model-based economic evaluations for dementia interventions and highlighting areas for improvement.
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Affiliation(s)
- Mohsen Ghaffari Darab
- School of Health and Social Development, Deakin Health Economics, Institute for Health Transformation, Deakin University, Geelong, Australia.
- Institute for Management in Medicine and Health Sciences, University of Bayreuth, Bayreuth, Germany.
| | - Lidia Engel
- School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia
| | - Dennis Henzler
- Institute for Management in Medicine and Health Sciences, University of Bayreuth, Bayreuth, Germany
| | - Michael Lauerer
- Institute for Management in Medicine and Health Sciences, University of Bayreuth, Bayreuth, Germany
| | - Eckhard Nagel
- Institute for Management in Medicine and Health Sciences, University of Bayreuth, Bayreuth, Germany
| | - Vicki Brown
- School of Health and Social Development, Deakin Health Economics, Institute for Health Transformation, Deakin University, Geelong, Australia
| | - Cathrine Mihalopoulos
- School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia
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Nguyen HV, Mital S, Knopman DS, Alexander GC. Cost-Effectiveness of Lecanemab for Individuals With Early-Stage Alzheimer Disease. Neurology 2024; 102:e209218. [PMID: 38484190 DOI: 10.1212/wnl.0000000000209218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Accepted: 12/20/2023] [Indexed: 03/19/2024] Open
Abstract
BACKGROUND AND OBJECTIVES Little is known regarding the cost-effectiveness of lecanemab (Leqembi), a monoclonal antibody approved by the US Food and Drug Administration in January 2023 for the treatment of mild cognitive impairment (MCI) or mild dementia due to Alzheimer disease (AD). This study aims to quantify the cost-effectiveness of lecanemab and how it varies based on the accuracy of AD testing and individuals' APOE ε4 status. METHODS Seven alternative test-treat-target strategies defined by combinations of testing approaches (PET, CSF, or plasma assay), treatment choices (standard of care [SoC] alone or lecanemab in addition to SoC), and targeting strategies (targeting APOE ε4 noncarriers or heterozygous patients or not) were compared. A hybrid decision tree-Markov cohort model was constructed with 5 states: (1) MCI (Clinical Dementia Rating-Sum of Boxes [CDR-SB] 0-4.5); (2) mild dementia (CDR-SB 4.6-9.5); (3) moderate dementia (CDR-SB 9.6-16); (4) severe dementia (CDR-SB >16); and (5) death. Effectiveness was measured by quality-adjusted life years and costs from third-party and societal perspectives were estimated in 2022 US dollars over a lifetime horizon. RESULTS Among the 7 test-treat-target strategies, SoC alone was the optimal strategy from a cost-effectiveness perspective. Neither targeted lecanemab treatment nor treatment unrestricted by APOE ε4 genotype was cost-effective vs SoC alone, regardless of the test used to diagnose patients with early-stage AD. However, CSF assay followed by targeted treatment would become cost-effective if lecanemab is priced below $5,100 per year. These results were robust to the accuracy of diagnostic testing and rates of lecanemab discontinuation and adverse events. DISCUSSION Neither targeted lecanemab treatment nor treatment unrestricted by APOE ε4 genotype is cost-effective vs SoC alone for patients with MCI or mild dementia due to AD. Lecanemab would be cost-effective in some settings if priced below $5,100 per year.
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Affiliation(s)
- Hai V Nguyen
- From the School of Pharmacy (H.V.N.), Memorial University of Newfoundland, St. John's, Newfoundland & Labrador; College of Pharmacy (S.M.), University of Manitoba, Winnipeg, Canada; Department of Neurology (D.S.K.), Mayo Clinic College of Medicine, Rochester, MN; Center for Drug Safety and Effectiveness (G.C.A.), and Department of Epidemiology (G.C.A.), Johns Hopkins Bloomberg School of Public Health; and Division of General Internal Medicine (G.C.A.), Johns Hopkins Medicine, Baltimore, MD
| | - Shweta Mital
- From the School of Pharmacy (H.V.N.), Memorial University of Newfoundland, St. John's, Newfoundland & Labrador; College of Pharmacy (S.M.), University of Manitoba, Winnipeg, Canada; Department of Neurology (D.S.K.), Mayo Clinic College of Medicine, Rochester, MN; Center for Drug Safety and Effectiveness (G.C.A.), and Department of Epidemiology (G.C.A.), Johns Hopkins Bloomberg School of Public Health; and Division of General Internal Medicine (G.C.A.), Johns Hopkins Medicine, Baltimore, MD
| | - David S Knopman
- From the School of Pharmacy (H.V.N.), Memorial University of Newfoundland, St. John's, Newfoundland & Labrador; College of Pharmacy (S.M.), University of Manitoba, Winnipeg, Canada; Department of Neurology (D.S.K.), Mayo Clinic College of Medicine, Rochester, MN; Center for Drug Safety and Effectiveness (G.C.A.), and Department of Epidemiology (G.C.A.), Johns Hopkins Bloomberg School of Public Health; and Division of General Internal Medicine (G.C.A.), Johns Hopkins Medicine, Baltimore, MD
| | - G Caleb Alexander
- From the School of Pharmacy (H.V.N.), Memorial University of Newfoundland, St. John's, Newfoundland & Labrador; College of Pharmacy (S.M.), University of Manitoba, Winnipeg, Canada; Department of Neurology (D.S.K.), Mayo Clinic College of Medicine, Rochester, MN; Center for Drug Safety and Effectiveness (G.C.A.), and Department of Epidemiology (G.C.A.), Johns Hopkins Bloomberg School of Public Health; and Division of General Internal Medicine (G.C.A.), Johns Hopkins Medicine, Baltimore, MD
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Nasb M, Tao W, Chen N. Alzheimer's Disease Puzzle: Delving into Pathogenesis Hypotheses. Aging Dis 2024; 15:43-73. [PMID: 37450931 PMCID: PMC10796101 DOI: 10.14336/ad.2023.0608] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Accepted: 06/08/2023] [Indexed: 07/18/2023] Open
Abstract
Alzheimer's disease (AD) is a prevalent neurodegenerative disease characterized by both amnestic and non-amnestic clinical manifestations. It accounts for approximately 60-70% of all dementia cases worldwide. With the increasing number of AD patients, elucidating underlying mechanisms and developing corresponding interventional strategies are necessary. Hypotheses about AD such as amyloid cascade, Tau hyper-phosphorylation, neuroinflammation, oxidative stress, mitochondrial dysfunction, cholinergic, and vascular hypotheses are not mutually exclusive, and all of them play a certain role in the development of AD. The amyloid cascade hypothesis is currently the most widely studied; however, other hypotheses are also gaining support. This article summarizes the recent evidence regarding major pathological hypotheses of AD and their potential interplay, as well as the strengths and weaknesses of each hypothesis and their implications for the development of effective treatments. This could stimulate further studies and promote the development of more effective therapeutic strategies for AD.
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Affiliation(s)
| | | | - Ning Chen
- Tianjiu Research and Development Center for Exercise Nutrition and Foods, Hubei Key Laboratory of Exercise Training and Monitoring, College of Sports Medicine, Wuhan Sports University, Wuhan 430079, China
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Naseem S, Khan S, Hussain S, Mirza MU, Ashraf M, Shafiq Z, Trant JF. Synthesis, biological evaluation, and molecular docking study of xanthene-linked thiosemicarbazones as cholinesterase inhibitors. J Biomol Struct Dyn 2023:1-15. [PMID: 37948312 DOI: 10.1080/07391102.2023.2274981] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Accepted: 10/18/2023] [Indexed: 11/12/2023]
Abstract
This study delineates the design and synthesis of a series of xanthene-based thiosemicarbazones that show low μM inhibition of acetylcholinesterase (AChE) and butyrylcholinesterase (BChE), crucial enzymes associated with, among others, Alzheimer's Disease (AD) pathology. Despite FDA-approved AChE inhibitors being frontline treatments for AD, there remains a need for agents exhibiting improved efficacy and selectivity. Our synthesized series demonstrate meaningful inhibition against AChE (IC50 ranging from 4.2 to 62 μM). These compounds exhibit comparatively lower potency against BChE (IC50 values between 64 and 315 μM), showcasing a pronounced AChE selectivity compared to physostigmine. The selectivity index for the compounds between the two targets does vary between 0.02 and 0.75 highlighting that even minor structural differences can have drastic effects on protein interactions. Molecular docking insights further substantiated these observations, revealing the importance of the xanthene scaffold for AChE-binding and the aryl R2 moiety for BChE interactions. Notably, some compounds demonstrated dual enzyme targeting, emphasizing their interactions could be exploited for developing monotherapies against cholinesterase-associated neurodegenerative afflictions like AD. Collectively, these findings suggest that xanthene-based thiosemicarbazones are a promising and highly accessible scaffold that deserve further investigative exploration in the cholinesterase inhibitor therapeutic landscape.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Saira Naseem
- Institute of Chemical Sciences, Bahauddin Zakariya University, Multan, Pakistan
| | - Samra Khan
- Department of Chemistry and Biochemistry, University of Windsor, Canada
| | - Safdar Hussain
- Department of Chemistry, The Islamia University of Bahawalpur, Bahawalpur, Pakistan
| | | | - Muhammad Ashraf
- Department of Chemistry, The Islamia University of Bahawalpur, Bahawalpur, Pakistan
| | - Zahid Shafiq
- Institute of Chemical Sciences, Bahauddin Zakariya University, Multan, Pakistan
- Department of Pharmaceutical & Medicinal Chemistry, Universitat Bonn, Bonn, Germany
| | - John F Trant
- Department of Chemistry and Biochemistry, University of Windsor, Canada
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Brent RJ. Cost-Benefit Analysis versus Cost-Effectiveness Analysis from a Societal Perspective in Healthcare. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:4637. [PMID: 36901658 PMCID: PMC10001534 DOI: 10.3390/ijerph20054637] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/24/2022] [Revised: 01/19/2023] [Accepted: 01/20/2023] [Indexed: 06/18/2023]
Abstract
Cost-effectiveness analysis (CEA) is the main way that economic evaluations are carried out in the health care field. However, CEA has limited validity in deciding whether any health care evaluation is socially worthwhile and hence justifies funding. Cost-Benefit Analysis (CBA) is the economic evaluation method that should be used to help decide what to invest in when the objective is to record the impact on everyone in society. Cost-utility analysis (CUA), which has its roots in CEA, can be converted into CBA under certain circumstances that are not general. In this article, the strengths and weaknesses of CEA relative to CBA are analyzed in stages, starting in its most classical form and then proceeding via CUA to end up as CBA. The analysis takes place mainly in the context of five actual dementia interventions that have already been found to pass a CBA test. The CBA data is recast into CEA and CUA terms in tabular form in order that the contrast been CEA and CBA is most transparent. We find that how much of the fixed budget that is used up to fund other alternatives determines how much is left over to fund the particular intervention one is evaluating.
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Affiliation(s)
- Robert J Brent
- Department of Economics, Fordham University, Bronx, NY 10458, USA
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Villain N, Planche V, Levy R. High-clearance anti-amyloid immunotherapies in Alzheimer's disease. Part 1: Meta-analysis and review of efficacy and safety data, and medico-economical aspects. Rev Neurol (Paris) 2022; 178:1011-1030. [PMID: 36184326 DOI: 10.1016/j.neurol.2022.06.012] [Citation(s) in RCA: 39] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 04/25/2022] [Accepted: 06/15/2022] [Indexed: 12/14/2022]
Abstract
In 2021, aducanumab, an immunotherapy targeting amyloid-β, was approved for Alzheimer's disease (AD) by the US Food and Drug Administration thanks to positive results on a putative biological surrogate marker. This approval has raised an unprecedented controversy. It was followed by a refusal of the European Medicine Agency, which does not allow the marketing of drugs solely on biological arguments and raised safety issues, and important US coverage limitations by the Centers for Medicare & Medicaid Services. Two other anti-amyloid immunotherapies showed significant results regarding a clinical outcome in phase 2 trials, and five drugs are being studied in phase 3 trials. Compared to those tested in previous trials of the 2010s, the common feature and novelty of these anti-amyloid immunotherapies is their ability to induce a high clearance of amyloid load, as measured with positron emission tomography, in the brain of early-stage biomarker-proven AD patients. Here, we review the available evidence regarding efficacy and safety data and medico-economical aspects for high-clearance anti-amyloid immunotherapies. We also perform frequentist and Bayesian meta-analyses of the clinical efficacy and safety of the highest dose groups from the two aducanumab phase 3 trials and the donanemab and lecanemab phase 2 trials. When pooled together, the data from high-clearance anti-amyloid immunotherapies trials confirm a statistically significant clinical effect of these drugs on cognitive decline after 18 months (difference in cognitive decline measured with CDR-SB after 18 months between the high dose immunotherapy groups vs. placebo = -0.24 points; P=0.04, frequentist random-effect model), with results on ADAS-Cog being the most statistically robust. However, this effect remains below the previously established minimal clinically relevant values. In parallel, the drugs significantly increased the occurrence of amyloid-related imaging abnormalities-edema (ARIA-E: risk ratio=13.39; P<0.0001), ARIA-hemorrhage (risk ratio=2.78; P=0.0002), and symptomatic and serious ARIA (7/1321=0.53% in the high dose groups versus 0/1446 in the placebo groups; risk ratio=6.44; P=0.04). The risk/benefit ratio of high-clearance immunotherapies in early AD is so far questionable after 18 months. Identifying subgroups of better responders, the perspective of combination therapies, and a longer follow-up may help improve their clinical relevance. Finally, the preliminary evidence from medico-economical analyses seems to indicate that the current cost of aducanumab in the US is not in reasonable alignment with its clinical benefits.
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Affiliation(s)
- N Villain
- Assistance Publique - Hôpitaux de Paris, Department of Neurology, Institute of Memory and Alzheimer's Disease, Pitié-Salpêtrière Hospital, Paris, France; Sorbonne Université, Inserm U1127, CNRS 7225, Institut du Cerveau - ICM, Paris, France.
| | - V Planche
- CNRS, IMN, UMR 5293, University Bordeaux, 33000 Bordeaux, France; Pôle de Neurosciences Cliniques, Centre Mémoire Ressources Recherches, CHU de Bordeaux, 33000 Bordeaux, France
| | - R Levy
- Assistance Publique - Hôpitaux de Paris, Department of Neurology, Institute of Memory and Alzheimer's Disease, Pitié-Salpêtrière Hospital, Paris, France; Sorbonne Université, Inserm U1127, CNRS 7225, Institut du Cerveau - ICM, Paris, France
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Chin E, Jaqua E, Safaeipour M, Ladue T. Conventional Versus New Treatment: Comparing the Effects of Acetylcholinesterase Inhibitors and N-Methyl-D-Aspartate Receptor Antagonist With Aducanumab. Cureus 2022; 14:e31065. [DOI: 10.7759/cureus.31065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/03/2022] [Indexed: 11/06/2022] Open
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Morte A, Vaqué A, Iniesta M, Schug B, Koch C, De la Torre R, Schurad B. Bioavailability Study of a Transdermal Patch Formulation of Rivastigmine Compared with Exelon in Healthy Subjects. Eur J Drug Metab Pharmacokinet 2022; 47:567-578. [PMID: 35696054 DOI: 10.1007/s13318-022-00778-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/05/2022] [Indexed: 11/03/2022]
Abstract
BACKGROUND AND OBJECTIVES Rivastigmine is a reversible cholinesterase inhibitor indicated for the treatment of all stages of Alzheimer's disease (AD). Transdermal patch formulation allows smooth and continuous drug delivery. Its tolerability, efficacy and convenience of use increase treatment compliance. This study was designed to evaluate the bioavailability and to assess the bioequivalence of two rivastigmine transdermal patches at steady state (RIV-TDS Test Product versus Exelon Marketed Reference Product), with a release rate of 13.3 mg/24 h, after multiple patch applications. As secondary objectives, safety, patch adhesion and skin irritation were evaluated. METHODS This was an open-label, randomized, balanced, two-period, two-sequence, cross-over study of healthy adults (n = 31). The treatment period consisted of two 5-day study periods during which consecutive daily application of the investigational patches with a release rate of 13.3 mg/24 h rivastigmine took place. Serial blood samples were collected to measure plasma concentrations. Adhesion and skin irritation assessments were performed after application of patches. RESULTS Point estimates and 90% confidence intervals of pharmacokinetic parameters at steady state, viz. area under the plasma concentration versus time curve from dosing time to the end of the dosing interval τ (profile day) at steady state [AUC0-τ,ss] (97.4; 88.8-106.9), maximum plasma concentration within the dosing interval τ (profile day) at steady state [Cmax,ss] (99.6; 90.4-109.7) and trough plasma concentration at the end of the dosing interval τ (profile day) at steady state [Cτ,ss] (96.8; 86.2-108.9), demonstrated that both patches were bioequivalent. Evaluation of patch adhesion showed better skin adherence for RIV-TDS as well as dermal response scores (skin tolerability after removal). CONCLUSIONS For both products, bioequivalence was shown and systemic tolerability was in accordance with the safety profile of the drug substance. The trial is registered in ClinicalTrials.gov: NCT03573050 and EudraCT: 2018-000968-28.
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Affiliation(s)
- Adelaida Morte
- ESTEVE Pharmaceuticals SA, Torre Esteve, Passeig de la Zona Franca, 109, 4ª Planta, 08038, Barcelona, Spain
| | - Anna Vaqué
- ESTEVE Pharmaceuticals SA, Torre Esteve, Passeig de la Zona Franca, 109, 4ª Planta, 08038, Barcelona, Spain
| | - Marc Iniesta
- ESTEVE Pharmaceuticals SA, Torre Esteve, Passeig de la Zona Franca, 109, 4ª Planta, 08038, Barcelona, Spain.
| | - Barbara Schug
- SocraTec R&D GmbH, Im Setzling 35, 61440, Oberursel, Germany
| | - Cornelius Koch
- SocraTec R&D GmbH, Im Setzling 35, 61440, Oberursel, Germany.,Luye Pharma Switzerland AG, Basel, Switzerland
| | - Rafael De la Torre
- Grup de Recerca en Farmacologia Integrada i Neurociencia de Sistemes, Institut Hospital del Mar d'Investigacions Mèdiques (IMIM), Dr Aiguader 88, Barcelona, Spain
| | - Bjoern Schurad
- Luye Pharma AG, Am Windfeld 35, 83714, Miesbach, Germany.
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Schurad B, Koch C, Schug B, Morte A, Vaqué A, De la Torre R, Iniesta M. Comparative Bioavailability Study of a Novel Multi-Day Patch Formulation of Rivastigmine (Twice Weekly) with Exelon® Transdermal Patch (Daily)- A Randomized Clinical Trial. Curr Alzheimer Res 2022; 19:541-553. [PMID: 36017827 DOI: 10.2174/1567205019666220823105059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Revised: 06/28/2022] [Accepted: 06/30/2022] [Indexed: 01/27/2023]
Abstract
BACKGROUND Rivastigmine, a reversible AChEI for symptomatic treatment of mild to moderately severe Alzheimer's dementia, is administered once daily transdermal patches, enabling an easier and continuous drug delivery. A novel multi-day (twice week) patch formulation was developed with greater convenience for patients' therapeutic management. OBJECTIVE To assess the bioequivalence under SS conditions of the multiple-day rivastigmine transdermal patch (Test Product, RID-TDS) in comparison to the once-daily Exelon® transdermal patch (Reference Product), both at a release rate of 9.5 mg/24 h. DESIGN Single-center, open-label, randomized, multiple-dose study in healthy male adults in a 2- period, 2-sequence-crossover design with multiple applications. METHODS Patches were applied on 11 consecutive days for Exelon® and a 4-3-4-day regimen for the multiday test patch (RID-TDS), separated by a 14-day wash-out period. The safety, local tolerability and inhibitory effect of rivastigmine on plasma BuChE activity were also evaluated. RESULTS 57 subjects completed the study according to the protocol. Calculated point estimates and 90% CI for all primary parameters (AUC96-264, Cmax96-264 and Cmin96-264) were within the predefined acceptance interval of 80.00-125.00%. They were 113.64% (107.33-120.33), 105.14% (98.38- 112.38) and 107.82% (97.78-118.89) respectively. Satisfactory adhesion (CI of mean adhesion above 90%) was demonstrated for RID-TDS but not for Exelon®. CONCLUSION Bioequivalence was demonstrated between RID-TDS mg twice a week and Exelon® once daily in SS. Patch adhesion favored RID-TDS despite the longer dosing interval. Both products were well tolerated.
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Affiliation(s)
| | - Cornelius Koch
- Luye Pharma AG, Miesbach, Germany.,SocraTec R&D GmbH, Erfurt, Germany
| | | | | | - Anna Vaqué
- ESTEVE Pharmaceuticals SA, Barcelona, Spain
| | - Rafael De la Torre
- Research Group in Integrated Pharmacology and Systems Neuroscience, Hospital del Mar Research Institute Doctors (IMIM), Barcelona, Spain
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Therapeutic Approach to Alzheimer’s Disease: Current Treatments and New Perspectives. Pharmaceutics 2022; 14:pharmaceutics14061117. [PMID: 35745693 PMCID: PMC9228613 DOI: 10.3390/pharmaceutics14061117] [Citation(s) in RCA: 62] [Impact Index Per Article: 31.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 05/16/2022] [Accepted: 05/20/2022] [Indexed: 12/11/2022] Open
Abstract
Alzheimer’s disease (AD) is the most common cause of dementia. The pathophysiology of this disease is characterized by the accumulation of amyloid-β, leading to the formation of senile plaques, and by the intracellular presence of neurofibrillary tangles based on hyperphosphorylated tau protein. In the therapeutic approach to AD, we can identify three important fronts: the approved drugs currently available for the treatment of the disease, which include aducanumab, donepezil, galantamine, rivastigmine, memantine, and a combination of memantine and donepezil; therapies under investigation that work mainly on Aβ pathology and tau pathology, and which include γ-secretase inhibitors, β-secretase inhibitors, α-secretase modulators, aggregation inhibitors, metal interfering drugs, drugs that enhance Aβ clearance, inhibitors of tau protein hyperphosphorylation, tau protein aggregation inhibitors, and drugs that promote the clearance of tau, and finally, other alternative therapies designed to improve lifestyle, thus contributing to the prevention of the disease. Therefore, the aim of this review was to analyze and describe current treatments and possible future alternatives in the therapeutic approach to AD.
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Liu Q, Vaci N, Koychev I, Kormilitzin A, Li Z, Cipriani A, Nevado-Holgado A. Personalised treatment for cognitive impairment in dementia: development and validation of an artificial intelligence model. BMC Med 2022; 20:45. [PMID: 35101059 PMCID: PMC8805393 DOI: 10.1186/s12916-022-02250-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Accepted: 01/11/2022] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Donepezil, galantamine, rivastigmine and memantine are potentially effective interventions for cognitive impairment in dementia, but the use of these drugs has not been personalised to individual patients yet. We examined whether artificial intelligence-based recommendations can identify the best treatment using routinely collected patient-level information. METHODS Six thousand eight hundred four patients aged 59-102 years with a diagnosis of dementia from two National Health Service (NHS) Foundation Trusts in the UK were used for model training/internal validation and external validation, respectively. A personalised prescription model based on the Recurrent Neural Network machine learning architecture was developed to predict the Mini-Mental State Examination (MMSE) and Montreal Cognitive Assessment (MoCA) scores post-drug initiation. The drug that resulted in the smallest decline in cognitive scores between prescription and the next visit was selected as the treatment of choice. Change of cognitive scores up to 2 years after treatment initiation was compared for model evaluation. RESULTS Overall, 1343 patients with MMSE scores were identified for internal validation and 285 [21.22%] took the drug recommended. After 2 years, the reduction of mean [standard deviation] MMSE score in this group was significantly smaller than the remaining 1058 [78.78%] patients (0.60 [0.26] vs 2.80 [0.28]; P = 0.02). In the external validation cohort (N = 1772), 222 [12.53%] patients took the drug recommended and reported a smaller MMSE reduction compared to the 1550 [87.47%] patients who did not (1.01 [0.49] vs 4.23 [0.60]; P = 0.01). A similar performance gap was seen when testing the model on patients prescribed with AChEIs only. CONCLUSIONS It was possible to identify the most effective drug for the real-world treatment of cognitive impairment in dementia at an individual patient level. Routine care patients whose prescribed medications were the best fit according to the model had better cognitive performance after 2 years.
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Affiliation(s)
- Qiang Liu
- Department of Psychiatry, University of Oxford, Warneford Hospital, Oxford, OX3 7JX, UK.
| | - Nemanja Vaci
- Department of Psychology, University of Sheffield, Sheffield, UK
| | - Ivan Koychev
- Department of Psychiatry, University of Oxford, Warneford Hospital, Oxford, OX3 7JX, UK
| | - Andrey Kormilitzin
- Department of Psychiatry, University of Oxford, Warneford Hospital, Oxford, OX3 7JX, UK
- Institute of Mathematics, University of Oxford, Oxford, UK
| | - Zhenpeng Li
- Department of Psychiatry, University of Oxford, Warneford Hospital, Oxford, OX3 7JX, UK
| | - Andrea Cipriani
- Department of Psychiatry, University of Oxford, Warneford Hospital, Oxford, OX3 7JX, UK
- Oxford Health NHS Foundation Trust, Warneford Hospital, Oxford, UK
| | - Alejo Nevado-Holgado
- Department of Psychiatry, University of Oxford, Warneford Hospital, Oxford, OX3 7JX, UK
- Big Data Institute, University of Oxford, Oxford, UK
- Akrivia Health, Oxford, UK
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