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1.
Clin Infect Dis ; 77(7): 950-960, 2023 10 05.
Artigo em Inglês | MEDLINE | ID: mdl-37338118

RESUMO

BACKGROUND: Patients with antibody deficiency respond poorly to coronavirus disease 2019 (COVID-19) vaccination and are at risk of severe or prolonged infection. They are given long-term immunoglobulin replacement therapy (IRT) prepared from healthy donor plasma to confer passive immunity against infection. Following widespread COVID-19 vaccination alongside natural exposure, we hypothesized that immunoglobulin preparations will now contain neutralizing severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) spike antibodies, which confer protection against COVID-19 disease and may help to treat chronic infection. METHODS: We evaluated anti-SARS-CoV-2 spike antibody in a cohort of patients before and after immunoglobulin infusion. Neutralizing capacity of patient samples and immunoglobulin products was assessed using in vitro pseudovirus and live-virus neutralization assays, the latter investigating multiple batches against current circulating Omicron variants. We describe the clinical course of 9 patients started on IRT during treatment of COVID-19. RESULTS: In 35 individuals with antibody deficiency established on IRT, median anti-spike antibody titer increased from 2123 to 10 600 U/mL postinfusion, with corresponding increase in pseudovirus neutralization titers to levels comparable to healthy donors. Testing immunoglobulin products directly in the live-virus assay confirmed neutralization, including of BQ1.1 and XBB variants, but with variation between immunoglobulin products and batches.Initiation of IRT alongside remdesivir in patients with antibody deficiency and prolonged COVID-19 infection (median 189 days, maximum >900 days with an ancestral viral strain) resulted in clearance of SARS-CoV-2 at a median of 20 days. CONCLUSIONS: Immunoglobulin preparations now contain neutralizing anti-SARS-CoV-2 antibodies that are transmitted to patients and help to treat COVID-19 in individuals with failure of humoral immunity.


Assuntos
Anticorpos Neutralizantes , COVID-19 , Humanos , Glicoproteína da Espícula de Coronavírus , Vacinas contra COVID-19 , SARS-CoV-2 , Anticorpos Antivirais
2.
J Virol ; 95(14): e0066321, 2021 06 24.
Artigo em Inglês | MEDLINE | ID: mdl-33963053

RESUMO

RNA structural elements occur in numerous single-stranded positive-sense RNA viruses. The stem-loop 2 motif (s2m) is one such element with an unusually high degree of sequence conservation, being found in the 3' untranslated region (UTR) in the genomes of many astroviruses, some picornaviruses and noroviruses, and a variety of coronaviruses, including severe acute respiratory syndrome coronavirus (SARS-CoV) and SARS-CoV-2. The evolutionary conservation and its occurrence in all viral subgenomic transcripts imply a key role for s2m in the viral infection cycle. Our findings indicate that the element, while stably folded, can nonetheless be invaded and remodeled spontaneously by antisense oligonucleotides (ASOs) that initiate pairing in exposed loops and trigger efficient sequence-specific RNA cleavage in reporter assays. ASOs also act to inhibit replication in an astrovirus replicon model system in a sequence-specific, dose-dependent manner and inhibit SARS-CoV-2 replication in cell culture. Our results thus permit us to suggest that the s2m element is readily targeted by ASOs, which show promise as antiviral agents. IMPORTANCE The highly conserved stem-loop 2 motif (s2m) is found in the genomes of many RNA viruses, including SARS-CoV-2. Our findings indicate that the s2m element can be targeted by antisense oligonucleotides. The antiviral potential of this element represents a promising start for further research into targeting conserved elements in RNA viruses.


Assuntos
COVID-19 , Genoma Viral , Motivos de Nucleotídeos , Dobramento de RNA , RNA Viral , SARS-CoV-2/fisiologia , Replicação Viral , Animais , COVID-19/genética , COVID-19/metabolismo , Chlorocebus aethiops , Células HEK293 , Humanos , RNA Viral/genética , RNA Viral/metabolismo , Células Vero
3.
Biochem J ; 478(13): 2425-2443, 2021 07 16.
Artigo em Inglês | MEDLINE | ID: mdl-34198323

RESUMO

The coronavirus disease 2019 (COVID-19) global pandemic has turned into the largest public health and economic crisis in recent history impacting virtually all sectors of society. There is a need for effective therapeutics to battle the ongoing pandemic. Repurposing existing drugs with known pharmacological safety profiles is a fast and cost-effective approach to identify novel treatments. The COVID-19 etiologic agent is the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), a single-stranded positive-sense RNA virus. Coronaviruses rely on the enzymatic activity of the replication-transcription complex (RTC) to multiply inside host cells. The RTC core catalytic component is the RNA-dependent RNA polymerase (RdRp) holoenzyme. The RdRp is one of the key druggable targets for CoVs due to its essential role in viral replication, high degree of sequence and structural conservation and the lack of homologues in human cells. Here, we have expressed, purified and biochemically characterised active SARS-CoV-2 RdRp complexes. We developed a novel fluorescence resonance energy transfer-based strand displacement assay for monitoring SARS-CoV-2 RdRp activity suitable for a high-throughput format. As part of a larger research project to identify inhibitors for all the enzymatic activities encoded by SARS-CoV-2, we used this assay to screen a custom chemical library of over 5000 approved and investigational compounds for novel SARS-CoV-2 RdRp inhibitors. We identified three novel compounds (GSK-650394, C646 and BH3I-1) and confirmed suramin and suramin-like compounds as in vitro SARS-CoV-2 RdRp activity inhibitors. We also characterised the antiviral efficacy of these drugs in cell-based assays that we developed to monitor SARS-CoV-2 growth.


Assuntos
Antivirais/química , Antivirais/farmacologia , RNA-Polimerase RNA-Dependente de Coronavírus/antagonistas & inibidores , Avaliação Pré-Clínica de Medicamentos , SARS-CoV-2/enzimologia , Bibliotecas de Moléculas Pequenas/farmacologia , Animais , Benzoatos/farmacologia , Compostos Bicíclicos Heterocíclicos com Pontes/farmacologia , Chlorocebus aethiops , RNA-Polimerase RNA-Dependente de Coronavírus/metabolismo , Ensaios Enzimáticos , Transferência Ressonante de Energia de Fluorescência , Ensaios de Triagem em Larga Escala , Holoenzimas/metabolismo , Reprodutibilidade dos Testes , SARS-CoV-2/efeitos dos fármacos , Bibliotecas de Moléculas Pequenas/química , Suramina/farmacologia , Células Vero , Proteínas não Estruturais Virais/antagonistas & inibidores , Proteínas não Estruturais Virais/metabolismo
4.
Biochem J ; 478(13): 2405-2423, 2021 07 16.
Artigo em Inglês | MEDLINE | ID: mdl-34198322

RESUMO

The coronavirus disease 2019 (COVID-19) pandemic, which is caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), is a global public health challenge. While the efficacy of vaccines against emerging and future virus variants remains unclear, there is a need for therapeutics. Repurposing existing drugs represents a promising and potentially rapid opportunity to find novel antivirals against SARS-CoV-2. The virus encodes at least nine enzymatic activities that are potential drug targets. Here, we have expressed, purified and developed enzymatic assays for SARS-CoV-2 nsp13 helicase, a viral replication protein that is essential for the coronavirus life cycle. We screened a custom chemical library of over 5000 previously characterized pharmaceuticals for nsp13 inhibitors using a fluorescence resonance energy transfer-based high-throughput screening approach. From this, we have identified FPA-124 and several suramin-related compounds as novel inhibitors of nsp13 helicase activity in vitro. We describe the efficacy of these drugs using assays we developed to monitor SARS-CoV-2 growth in Vero E6 cells.


Assuntos
Antivirais/química , Antivirais/farmacologia , Avaliação Pré-Clínica de Medicamentos , RNA Helicases/antagonistas & inibidores , SARS-CoV-2/enzimologia , Bibliotecas de Moléculas Pequenas/farmacologia , Proteínas não Estruturais Virais/antagonistas & inibidores , Animais , Chlorocebus aethiops , Ensaios Enzimáticos , Transferência Ressonante de Energia de Fluorescência , Ensaios de Triagem em Larga Escala , RNA Helicases/metabolismo , Reprodutibilidade dos Testes , SARS-CoV-2/efeitos dos fármacos , Bibliotecas de Moléculas Pequenas/química , Suramina/farmacologia , Células Vero , Proteínas não Estruturais Virais/metabolismo
5.
Biochem J ; 478(13): 2465-2479, 2021 07 16.
Artigo em Inglês | MEDLINE | ID: mdl-34198324

RESUMO

SARS-CoV-2 is responsible for COVID-19, a human disease that has caused over 2 million deaths, stretched health systems to near-breaking point and endangered economies of countries and families around the world. Antiviral treatments to combat COVID-19 are currently lacking. Remdesivir, the only antiviral drug approved for the treatment of COVID-19, can affect disease severity, but better treatments are needed. SARS-CoV-2 encodes 16 non-structural proteins (nsp) that possess different enzymatic activities with important roles in viral genome replication, transcription and host immune evasion. One key aspect of host immune evasion is performed by the uridine-directed endoribonuclease activity of nsp15. Here we describe the expression and purification of nsp15 recombinant protein. We have developed biochemical assays to follow its activity, and we have found evidence for allosteric behaviour. We screened a custom chemical library of over 5000 compounds to identify nsp15 endoribonuclease inhibitors, and we identified and validated NSC95397 as an inhibitor of nsp15 endoribonuclease in vitro. Although NSC95397 did not inhibit SARS-CoV-2 growth in VERO E6 cells, further studies will be required to determine the effect of nsp15 inhibition on host immune evasion.


Assuntos
Antivirais/química , Antivirais/farmacologia , Avaliação Pré-Clínica de Medicamentos , Endorribonucleases/antagonistas & inibidores , SARS-CoV-2/enzimologia , Bibliotecas de Moléculas Pequenas/farmacologia , Proteínas não Estruturais Virais/antagonistas & inibidores , Regulação Alostérica , Animais , Chlorocebus aethiops , Endorribonucleases/isolamento & purificação , Endorribonucleases/metabolismo , Ensaios Enzimáticos , Fluorescência , Ensaios de Triagem em Larga Escala , Técnicas In Vitro , Cinética , Naftoquinonas/farmacologia , Reprodutibilidade dos Testes , SARS-CoV-2/efeitos dos fármacos , SARS-CoV-2/crescimento & desenvolvimento , Bibliotecas de Moléculas Pequenas/química , Soluções , Células Vero , Proteínas não Estruturais Virais/isolamento & purificação , Proteínas não Estruturais Virais/metabolismo
6.
Biochem J ; 478(13): 2517-2531, 2021 07 16.
Artigo em Inglês | MEDLINE | ID: mdl-34198325

RESUMO

The COVID-19 pandemic has emerged as the biggest life-threatening disease of this century. Whilst vaccination should provide a long-term solution, this is pitted against the constant threat of mutations in the virus rendering the current vaccines less effective. Consequently, small molecule antiviral agents would be extremely useful to complement the vaccination program. The causative agent of COVID-19 is a novel coronavirus, SARS-CoV-2, which encodes at least nine enzymatic activities that all have drug targeting potential. The papain-like protease (PLpro) contained in the nsp3 protein generates viral non-structural proteins from a polyprotein precursor, and cleaves ubiquitin and ISG protein conjugates. Here we describe the expression and purification of PLpro. We developed a protease assay that was used to screen a custom compound library from which we identified dihydrotanshinone I and Ro 08-2750 as compounds that inhibit PLpro in protease and isopeptidase assays and also inhibit viral replication in cell culture-based assays.


Assuntos
Antivirais/química , Antivirais/farmacologia , Proteases Semelhantes à Papaína de Coronavírus/antagonistas & inibidores , Avaliação Pré-Clínica de Medicamentos , SARS-CoV-2/enzimologia , Bibliotecas de Moléculas Pequenas/farmacologia , Monofosfato de Adenosina/análogos & derivados , Monofosfato de Adenosina/farmacologia , Alanina/análogos & derivados , Alanina/farmacologia , Compostos de Anilina/farmacologia , Animais , Benzamidas/farmacologia , Chlorocebus aethiops , Proteases Semelhantes à Papaína de Coronavírus/genética , Proteases Semelhantes à Papaína de Coronavírus/isolamento & purificação , Proteases Semelhantes à Papaína de Coronavírus/metabolismo , Sinergismo Farmacológico , Ensaios Enzimáticos , Flavinas/farmacologia , Transferência Ressonante de Energia de Fluorescência , Furanos/farmacologia , Ensaios de Triagem em Larga Escala , Concentração Inibidora 50 , Naftalenos/farmacologia , Fenantrenos/farmacologia , Quinonas/farmacologia , Reprodutibilidade dos Testes , SARS-CoV-2/efeitos dos fármacos , SARS-CoV-2/crescimento & desenvolvimento , Bibliotecas de Moléculas Pequenas/química , Células Vero , Replicação Viral/efeitos dos fármacos
7.
Biochem J ; 478(13): 2445-2464, 2021 07 16.
Artigo em Inglês | MEDLINE | ID: mdl-34198326

RESUMO

SARS-CoV-2 is a coronavirus that emerged in 2019 and rapidly spread across the world causing a deadly pandemic with tremendous social and economic costs. Healthcare systems worldwide are under great pressure, and there is an urgent need for effective antiviral treatments. The only currently approved antiviral treatment for COVID-19 is remdesivir, an inhibitor of viral genome replication. SARS-CoV-2 proliferation relies on the enzymatic activities of the non-structural proteins (nsp), which makes them interesting targets for the development of new antiviral treatments. With the aim to identify novel SARS-CoV-2 antivirals, we have purified the exoribonuclease/methyltransferase (nsp14) and its cofactor (nsp10) and developed biochemical assays compatible with high-throughput approaches to screen for exoribonuclease inhibitors. We have screened a library of over 5000 commercial compounds and identified patulin and aurintricarboxylic acid (ATA) as inhibitors of nsp14 exoribonuclease in vitro. We found that patulin and ATA inhibit replication of SARS-CoV-2 in a VERO E6 cell-culture model. These two new antiviral compounds will be valuable tools for further coronavirus research as well as potentially contributing to new therapeutic opportunities for COVID-19.


Assuntos
Antivirais/química , Antivirais/farmacologia , Avaliação Pré-Clínica de Medicamentos , Exorribonucleases/antagonistas & inibidores , SARS-CoV-2/enzimologia , Bibliotecas de Moléculas Pequenas/farmacologia , Proteínas não Estruturais Virais/antagonistas & inibidores , Proteínas Virais Reguladoras e Acessórias/antagonistas & inibidores , Animais , Ácido Aurintricarboxílico/farmacologia , Chlorocebus aethiops , Ensaios Enzimáticos , Exorribonucleases/metabolismo , Fluorescência , Ensaios de Triagem em Larga Escala , Patulina/farmacologia , Reprodutibilidade dos Testes , SARS-CoV-2/efeitos dos fármacos , Bibliotecas de Moléculas Pequenas/química , Células Vero , Proteínas não Estruturais Virais/metabolismo , Proteínas Virais Reguladoras e Acessórias/metabolismo
8.
Biochem J ; 478(13): 2481-2497, 2021 07 16.
Artigo em Inglês | MEDLINE | ID: mdl-34198328

RESUMO

The COVID-19 pandemic has presented itself as one of the most critical public health challenges of the century, with SARS-CoV-2 being the third member of the Coronaviridae family to cause a fatal disease in humans. There is currently only one antiviral compound, remdesivir, that can be used for the treatment of COVID-19. To identify additional potential therapeutics, we investigated the enzymatic proteins encoded in the SARS-CoV-2 genome. In this study, we focussed on the viral RNA cap methyltransferases, which play key roles in enabling viral protein translation and facilitating viral escape from the immune system. We expressed and purified both the guanine-N7 methyltransferase nsp14, and the nsp16 2'-O-methyltransferase with its activating cofactor, nsp10. We performed an in vitro high-throughput screen for inhibitors of nsp14 using a custom compound library of over 5000 pharmaceutical compounds that have previously been characterised in either clinical or basic research. We identified four compounds as potential inhibitors of nsp14, all of which also showed antiviral capacity in a cell-based model of SARS-CoV-2 infection. Three of the four compounds also exhibited synergistic effects on viral replication with remdesivir.


Assuntos
Antivirais/farmacologia , Avaliação Pré-Clínica de Medicamentos , Exorribonucleases/antagonistas & inibidores , Metiltransferases/antagonistas & inibidores , Capuzes de RNA/metabolismo , SARS-CoV-2/enzimologia , Bibliotecas de Moléculas Pequenas/farmacologia , Proteínas não Estruturais Virais/antagonistas & inibidores , Monofosfato de Adenosina/análogos & derivados , Monofosfato de Adenosina/farmacologia , Alanina/análogos & derivados , Alanina/farmacologia , Animais , Antivirais/química , Clorobenzenos/farmacologia , Chlorocebus aethiops , Ensaios Enzimáticos , Exorribonucleases/genética , Exorribonucleases/isolamento & purificação , Exorribonucleases/metabolismo , Transferência Ressonante de Energia de Fluorescência , Ensaios de Triagem em Larga Escala , Indazóis/farmacologia , Indenos/farmacologia , Indóis/farmacologia , Metiltransferases/genética , Metiltransferases/isolamento & purificação , Metiltransferases/metabolismo , Nitrilas/farmacologia , Fenotiazinas/farmacologia , Purinas/farmacologia , Reprodutibilidade dos Testes , SARS-CoV-2/efeitos dos fármacos , Bibliotecas de Moléculas Pequenas/química , Especificidade por Substrato , Trifluperidol/farmacologia , Células Vero , Proteínas não Estruturais Virais/genética , Proteínas não Estruturais Virais/isolamento & purificação , Proteínas não Estruturais Virais/metabolismo , Proteínas Virais Reguladoras e Acessórias/genética , Proteínas Virais Reguladoras e Acessórias/isolamento & purificação , Proteínas Virais Reguladoras e Acessórias/metabolismo
9.
Biochem J ; 478(13): 2499-2515, 2021 07 16.
Artigo em Inglês | MEDLINE | ID: mdl-34198327

RESUMO

The coronavirus 2019 (COVID-19) pandemic, caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), spread around the world with unprecedented health and socio-economic effects for the global population. While different vaccines are now being made available, very few antiviral drugs have been approved. The main viral protease (nsp5) of SARS-CoV-2 provides an excellent target for antivirals, due to its essential and conserved function in the viral replication cycle. We have expressed, purified and developed assays for nsp5 protease activity. We screened the nsp5 protease against a custom chemical library of over 5000 characterised pharmaceuticals. We identified calpain inhibitor I and three different peptidyl fluoromethylketones (FMK) as inhibitors of nsp5 activity in vitro, with IC50 values in the low micromolar range. By altering the sequence of our peptidomimetic FMK inhibitors to better mimic the substrate sequence of nsp5, we generated an inhibitor with a subnanomolar IC50. Calpain inhibitor I inhibited viral infection in monkey-derived Vero E6 cells, with an EC50 in the low micromolar range. The most potent and commercially available peptidyl-FMK compound inhibited viral growth in Vero E6 cells to some extent, while our custom peptidyl FMK inhibitor offered a marked antiviral improvement.


Assuntos
Antivirais/química , Antivirais/farmacologia , Proteases 3C de Coronavírus/antagonistas & inibidores , Avaliação Pré-Clínica de Medicamentos , SARS-CoV-2/enzimologia , Bibliotecas de Moléculas Pequenas/farmacologia , Clorometilcetonas de Aminoácidos/farmacologia , Animais , Azóis/farmacologia , Chlorocebus aethiops , Proteases 3C de Coronavírus/genética , Proteases 3C de Coronavírus/isolamento & purificação , Proteases 3C de Coronavírus/metabolismo , Ensaios Enzimáticos , Transferência Ressonante de Energia de Fluorescência , Ensaios de Triagem em Larga Escala , Isoindóis , Leupeptinas/farmacologia , Compostos Organosselênicos/farmacologia , Peptidomiméticos , Proteínas de Ligação a RNA/metabolismo , Reprodutibilidade dos Testes , SARS-CoV-2/efeitos dos fármacos , Bibliotecas de Moléculas Pequenas/química , Células Vero , Proteínas não Estruturais Virais/metabolismo
19.
PLoS Biol ; 9(2): e1000593, 2011 Feb 15.
Artigo em Inglês | MEDLINE | ID: mdl-21358802

RESUMO

Bone morphogenetic protein (BMP) gradients provide positional information to direct cell fate specification, such as patterning of the vertebrate ectoderm into neural, neural crest, and epidermal tissues, with precise borders segregating these domains. However, little is known about how BMP activity is regulated spatially and temporally during vertebrate development to contribute to embryonic patterning, and more specifically to neural crest formation. Through a large-scale in vivo functional screen in Xenopus for neural crest fate, we identified an essential regulator of BMP activity, SNW1. SNW1 is a nuclear protein known to regulate gene expression. Using antisense morpholinos to deplete SNW1 protein in both Xenopus and zebrafish embryos, we demonstrate that dorsally expressed SNW1 is required for neural crest specification, and this is independent of mesoderm formation and gastrulation morphogenetic movements. By exploiting a combination of immunostaining for phosphorylated Smad1 in Xenopus embryos and a BMP-dependent reporter transgenic zebrafish line, we show that SNW1 regulates a specific domain of BMP activity in the dorsal ectoderm at the neural plate border at post-gastrula stages. We use double in situ hybridizations and immunofluorescence to show how this domain of BMP activity is spatially positioned relative to the neural crest domain and that of SNW1 expression. Further in vivo and in vitro assays using cell culture and tissue explants allow us to conclude that SNW1 acts upstream of the BMP receptors. Finally, we show that the requirement of SNW1 for neural crest specification is through its ability to regulate BMP activity, as we demonstrate that targeted overexpression of BMP to the neural plate border is sufficient to restore neural crest formation in Xenopus SNW1 morphants. We conclude that through its ability to regulate a specific domain of BMP activity in the vertebrate embryo, SNW1 is a critical regulator of neural plate border formation and thus neural crest specification.


Assuntos
Padronização Corporal/fisiologia , Proteínas Morfogenéticas Ósseas/metabolismo , Embrião não Mamífero/metabolismo , Crista Neural/embriologia , Placa Neural/embriologia , Fatores de Transcrição/fisiologia , Proteínas de Xenopus/fisiologia , Proteínas de Peixe-Zebra/fisiologia , Peixe-Zebra/embriologia , Animais , Receptores de Proteínas Morfogenéticas Ósseas/genética , Receptores de Proteínas Morfogenéticas Ósseas/metabolismo , Receptores de Proteínas Morfogenéticas Ósseas/fisiologia , Proteínas Morfogenéticas Ósseas/genética , Proteínas de Transporte/metabolismo , Desenvolvimento Embrionário , Gastrulação , Transdução de Sinais , Fatores de Transcrição/genética , Fatores de Transcrição/metabolismo , Xenopus , Proteínas de Xenopus/genética , Proteínas de Xenopus/metabolismo , Proteínas de Peixe-Zebra/genética , Proteínas de Peixe-Zebra/metabolismo
20.
Sci Rep ; 14(1): 4516, 2024 02 24.
Artigo em Inglês | MEDLINE | ID: mdl-38402362

RESUMO

While novel oral anticoagulants are increasingly used to reduce risk of stroke in patients with atrial fibrillation, vitamin K antagonists such as warfarin continue to be used extensively for stroke prevention across the world. While effective in reducing the risk of strokes, the complex pharmacodynamics of warfarin make it difficult to use clinically, with many patients experiencing under- and/or over- anticoagulation. In this study we employed a novel implementation of deep reinforcement learning to provide clinical decision support to optimize time in therapeutic International Normalized Ratio (INR) range. We used a novel semi-Markov decision process formulation of the Batch-Constrained deep Q-learning algorithm to develop a reinforcement learning model to dynamically recommend optimal warfarin dosing to achieve INR of 2.0-3.0 for patients with atrial fibrillation. The model was developed using data from 22,502 patients in the warfarin treated groups of the pivotal randomized clinical trials of edoxaban (ENGAGE AF-TIMI 48), apixaban (ARISTOTLE) and rivaroxaban (ROCKET AF). The model was externally validated on data from 5730 warfarin-treated patients in a fourth trial of dabigatran (RE-LY) using multilevel regression models to estimate the relationship between center-level algorithm consistent dosing, time in therapeutic INR range (TTR), and a composite clinical outcome of stroke, systemic embolism or major hemorrhage. External validation showed a positive association between center-level algorithm-consistent dosing and TTR (R2 = 0.56). Each 10% increase in algorithm-consistent dosing at the center level independently predicted a 6.78% improvement in TTR (95% CI 6.29, 7.28; p < 0.001) and a 11% decrease in the composite clinical outcome (HR 0.89; 95% CI 0.81, 1.00; p = 0.015). These results were comparable to those of a rules-based clinical algorithm used for benchmarking, for which each 10% increase in algorithm-consistent dosing independently predicted a 6.10% increase in TTR (95% CI 5.67, 6.54, p < 0.001) and a 10% decrease in the composite outcome (HR 0.90; 95% CI 0.83, 0.98, p = 0.018). Our findings suggest that a deep reinforcement learning algorithm can optimize time in therapeutic range for patients taking warfarin. A digital clinical decision support system to promote algorithm-consistent warfarin dosing could optimize time in therapeutic range and improve clinical outcomes in atrial fibrillation globally.


Assuntos
Fibrilação Atrial , Acidente Vascular Cerebral , Humanos , Administração Oral , Anticoagulantes , Fibrilação Atrial/complicações , Fibrilação Atrial/tratamento farmacológico , Fibrilação Atrial/induzido quimicamente , Aprendizado de Máquina , Rivaroxabana/uso terapêutico , Acidente Vascular Cerebral/prevenção & controle , Acidente Vascular Cerebral/induzido quimicamente , Resultado do Tratamento , Varfarina , Ensaios Clínicos Controlados Aleatórios como Assunto
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