RESUMO
Host kinases play essential roles in the host cell cycle, innate immune signaling, the stress response to viral infection, and inflammation. Previous work has demonstrated that coronaviruses specifically target kinase cascades to subvert host cell responses to infection and rely upon host kinase activity to phosphorylate viral proteins to enhance replication. Given the number of kinase inhibitors that are already FDA approved to treat cancers, fibrosis, and other human disease, they represent an attractive class of compounds to repurpose for host-targeted therapies against emerging coronavirus infections. To further understand the host kinome response to betacoronavirus infection, we employed multiplex inhibitory bead mass spectrometry (MIB-MS) following MERS-CoV and SARS-CoV-2 infection of human lung epithelial cell lines. Our MIB-MS analyses revealed activation of mTOR and MAPK signaling following MERS-CoV and SARS-CoV-2 infection, respectively. SARS-CoV-2 host kinome responses were further characterized using paired phosphoproteomics, which identified activation of MAPK, PI3K, and mTOR signaling. Through chemogenomic screening, we found that clinically relevant PI3K/mTOR inhibitors were able to inhibit coronavirus replication at nanomolar concentrations similar to direct-acting antivirals. This study lays the groundwork for identifying broad-acting, host-targeted therapies to reduce betacoronavirus replication that can be rapidly repurposed during future outbreaks and epidemics. The proteomics, phosphoproteomics, and MIB-MS datasets generated in this study are available in the Proteomics Identification Database (PRIDE) repository under project identifiers PXD040897 and PXD040901.
Assuntos
COVID-19 , Hepatite C Crônica , Coronavírus da Síndrome Respiratória do Oriente Médio , Humanos , Antivirais/farmacologia , Inibidores de MTOR , Fosfatidilinositol 3-Quinases , SARS-CoV-2 , Replicação Viral , Coronavírus da Síndrome Respiratória do Oriente Médio/fisiologia , Serina-Treonina Quinases TORRESUMO
Objectives: To describe the presence and persistence of neurological and neuropsychological sequelae among children with acquired Zika virus infection and assess whether those sequelae were more common in children infected with Zika virus compared to uninfected children. Methods: We conducted a prospective cohort study of children with and without Zika virus infection in León, Nicaragua, using a standard clinical assessment tool and questionnaire to collect data on symptoms at three visits, about 6 months apart, and a battery of standardized instruments to evaluate neurocognitive function, behavior, depression, and anxiety at the last two visits. Results: Sixty-two children were enrolled, with no significant differences in demographics by infection group. Children infected with Zika virus had a range of neurological symptoms, some of which persisted for 6 to 12 months; however, no consistent pattern of symptoms was observed. At baseline a small percentage of children infected with Zika virus had an abnormal finger-to-nose test (13%), cold touch response (13%), and vibration response (15%) versus 0% in the uninfected group. Neurocognitive deficits and behavioral problems were common in both groups, with no significant differences between the groups. Children infected with Zika virus had lower cognitive efficiency scores at the 6-month visit. Anxiety and depression were infrequent in both groups. Conclusions: Larger studies are needed to definitively investigate the relationship between Zika virus infection and neurological symptoms and neurocognitive problems, with adjustment for factors affecting cognition and behavior, including mood and sleep disorders, home learning environment, history of neuroinvasive infections, and detailed family history of neuropsychological problems.
RESUMO
With the rapidly evolving SARS-CoV-2 variants of concern, there is an urgent need for the discovery of further treatments for the coronavirus disease (COVID-19). Drug repurposing is one of the most rapid strategies for addressing this need, and numerous compounds have already been selected for in vitro testing by several groups. These have led to a growing database of molecules with in vitro activity against the virus. Machine learning models can assist drug discovery through prediction of the best compounds based on previously published data. Herein, we have implemented several machine learning methods to develop predictive models from recent SARS-CoV-2 in vitro inhibition data and used them to prioritize additional FDA-approved compounds for in vitro testing selected from our in-house compound library. From the compounds predicted with a Bayesian machine learning model, lumefantrine, an antimalarial was selected for testing and showed limited antiviral activity in cell-based assays while demonstrating binding (Kd 259 nM) to the spike protein using microscale thermophoresis. Several other compounds which we prioritized have since been tested by others and were also found to be active in vitro. This combined machine learning and in vitro testing approach can be expanded to virtually screen available molecules with predicted activity against SARS-CoV-2 reference WIV04 strain and circulating variants of concern. In the process of this work, we have created multiple iterations of machine learning models that can be used as a prioritization tool for SARS-CoV-2 antiviral drug discovery programs. The very latest model for SARS-CoV-2 with over 500 compounds is now freely available at www.assaycentral.org.
Assuntos
COVID-19 , SARS-CoV-2 , Teorema de Bayes , Humanos , Aprendizado de Máquina , Simulação de Acoplamento MolecularRESUMO
Whole virus-based inactivated SARS-CoV-2 vaccines adjuvanted with aluminum hydroxide have been critical to the COVID-19 pandemic response. Although these vaccines are protective against homologous coronavirus infection, the emergence of novel variants and the presence of large zoonotic reservoirs harboring novel heterologous coronaviruses provide significant opportunities for vaccine breakthrough, which raises the risk of adverse outcomes like vaccine-associated enhanced respiratory disease. Here, we use a female mouse model of coronavirus disease to evaluate inactivated vaccine performance against either homologous challenge with SARS-CoV-2 or heterologous challenge with a bat-derived coronavirus that represents a potential emerging disease threat. We show that inactivated SARS-CoV-2 vaccines adjuvanted with aluminum hydroxide can cause enhanced respiratory disease during heterologous infection, while use of an alternative adjuvant does not drive disease and promotes heterologous viral clearance. In this work, we highlight the impact of adjuvant selection on inactivated vaccine safety and efficacy against heterologous coronavirus infection.
Assuntos
Hidróxido de Alumínio , Vacinas contra COVID-19 , COVID-19 , SARS-CoV-2 , Vacinas de Produtos Inativados , Animais , Vacinas contra COVID-19/imunologia , Vacinas contra COVID-19/administração & dosagem , Feminino , COVID-19/prevenção & controle , COVID-19/imunologia , COVID-19/virologia , Camundongos , Vacinas de Produtos Inativados/imunologia , SARS-CoV-2/imunologia , Hidróxido de Alumínio/administração & dosagem , Modelos Animais de Doenças , Adjuvantes Imunológicos/administração & dosagem , Adjuvantes de Vacinas , Anticorpos Antivirais/imunologia , Camundongos Endogâmicos BALB C , Humanos , Coronavírus Relacionado à Síndrome Respiratória Aguda Grave/imunologiaRESUMO
The American Zika virus (ZIKV) epidemic has highlighted the need to gain a better understanding of this emerging virus. The goal of this study was to describe the clinical symptoms, laboratory findings, and risk factors for symptomatic ZIKV infection in an area with ongoing transmission of other arboviral infections. We recruited patients at least 2 years of age seeking care at public health centers in León, Nicaragua, between January 2016 and August 2017, for fever, maculopapular rash, and/or nonsuppurative conjunctivitis with a duration of less than 1 week. A laboratory diagnosis of ZIKV was established using a combination of molecular and serological tests. Clinical and laboratory findings and potential risk factors were compared between participants with and without acute ZIKV infection. Fifty-eight (26%) of the 225 participants included in the analysis were found to have acute ZIKV infection. Pregnancy and reports of previous arboviral infection were associated with a higher risk of ZIKV infection. Rash, conjunctivitis, sore throat, and lower absolute neutrophil counts were associated with acute ZIKV infection. The clinical characteristics and risk factors identified were consistent with those identified by previous studies; however, we found sore throat to be a feature of ZIKV infection. We also found that neutrophil counts were lower in ZIKV-infected subjects. These clinical symptoms and laboratory data may help clinicians suspect ZIKV infection during future outbreaks.
Assuntos
Anticorpos Antivirais/sangue , Dengue/epidemiologia , Infecção por Zika virus/epidemiologia , Infecção por Zika virus/patologia , Zika virus/imunologia , Adolescente , Adulto , Afinidade de Anticorpos , Especificidade de Anticorpos , Estudos de Casos e Controles , Criança , Dengue/diagnóstico , Dengue/patologia , Vírus da Dengue/imunologia , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Nicarágua/epidemiologia , Fatores de Tempo , Adulto Jovem , Infecção por Zika virus/diagnóstico , Infecção por Zika virus/imunologiaRESUMO
ABSTRACT Objectives. To describe the presence and persistence of neurological and neuropsychological sequelae among children with acquired Zika virus infection and assess whether those sequelae were more common in children infected with Zika virus compared to uninfected children. Methods. We conducted a prospective cohort study of children with and without Zika virus infection in León, Nicaragua, using a standard clinical assessment tool and questionnaire to collect data on symptoms at three visits, about 6 months apart, and a battery of standardized instruments to evaluate neurocognitive function, behavior, depression, and anxiety at the last two visits. Results. Sixty-two children were enrolled, with no significant differences in demographics by infection group. Children infected with Zika virus had a range of neurological symptoms, some of which persisted for 6 to 12 months; however, no consistent pattern of symptoms was observed. At baseline a small percentage of children infected with Zika virus had an abnormal finger-to-nose test (13%), cold touch response (13%), and vibration response (15%) versus 0% in the uninfected group. Neurocognitive deficits and behavioral problems were common in both groups, with no significant differences between the groups. Children infected with Zika virus had lower cognitive efficiency scores at the 6-month visit. Anxiety and depression were infrequent in both groups. Conclusions. Larger studies are needed to definitively investigate the relationship between Zika virus infection and neurological symptoms and neurocognitive problems, with adjustment for factors affecting cognition and behavior, including mood and sleep disorders, home learning environment, history of neuroinvasive infections, and detailed family history of neuropsychological problems.
RESUMEN Objetivos. Describir la presencia y persistencia de secuelas neurológicas y neuropsicológicas en pacientes pediátricos que contrajeron la infección por el virus del Zika y evaluar si dichas secuelas fueron más comunes en los infectados con el virus del Zika en comparación con los no infectados. Métodos. Se realizó un estudio de cohorte prospectivo en pacientes pediátricos con y sin infección por el virus del Zika en León (Nicaragua), con una herramienta de evaluación clínica estándar y un cuestionario para recopilar datos sobre los síntomas en tres visitas, con aproximadamente seis meses de diferencia, y un conjunto de instrumentos estandarizados para evaluar la función neurocognitiva, el comportamiento, la depresión y la ansiedad en las últimas dos visitas. Resultados. Participaron 62 niños y niñas sin diferencias significativas en la demografía por grupo de infección. Los participantes infectados con el virus del Zika mostraron una variedad de síntomas neurológicos, algunos de los cuales persistieron entre 6 y 12 meses; no obstante, no se observó un patrón sistemático en los síntomas. Al inicio del estudio, un pequeño porcentaje de participantes infectados con el virus del Zika mostró resultados anormales a las pruebas dedo-nariz (13%), respuesta al tacto (frío) (13%) y respuesta a la vibración (15%), frente a un 0% en el grupo no infectado. Los déficits neurocognitivos y los problemas de comportamiento fueron comunes en ambos grupos, sin diferencias significativas entre los grupos. Los participantes infectados con el virus del Zika mostraron puntuaciones de eficiencia cognitiva más bajas en la visita a los 6 meses. La ansiedad y la depresión fueron poco frecuentes en ambos grupos. Conclusiones. Son necesarios estudios más amplios para investigar definitivamente la relación entre la infección por el virus del Zika y los síntomas neurológicos y los problemas neurocognitivos, haciendo ajustes para los factores relacionados con la cognición y el comportamiento, incluidos los trastornos del estado de ánimo y el sueño, el entorno de aprendizaje en el hogar, los antecedentes de infecciones neuroinvasivas y los antecedentes familiares detallados de problemas neuropsicológicos.
RESUMO Objetivos. Descrever a presença e a persistência de sequelas neurológicas e neuropsicológicas em crianças com infecção pelo vírus zika e avaliar se essas sequelas foram mais comuns em crianças infectadas pelo vírus zika em comparação com crianças não infectadas. Métodos. Realizamos um estudo de coorte prospectivo em crianças com e sem infecção pelo vírus zika em León, Nicarágua, usando uma ferramenta de avaliação clínica padrão e um questionário para coletar dados de sintomas em três consultas, com cerca de 6 meses de intervalo, além de um conjunto de ferramentas padronizadas para avaliar função neurocognitiva, comportamento, depressão e ansiedade nas duas últimas consultas. Resultados. Foram incluídas 62 crianças, sem diferenças significativas nas características demográficas por grupo de infecção. As crianças infectadas pelo vírus zika tinham uma gama de sintomas neurológicos, alguns dos quais persistiram por 6 a 12 meses. Entretanto, não se observou nenhum padrão consistente de sintomas. No início do estudo, uma pequena porcentagem de crianças infectadas com o vírus zika apresentou resultado anormal na prova índex-nariz (13%), resposta ao toque frio (13%) e sensibilidade vibratória (15%), em comparação a 0% no grupo não infectado. Déficits neurocognitivos e problemas comportamentais foram frequentes em ambos os grupos, mas sem diferenças significativas entre eles. As crianças infectadas com o vírus zika tiveram resultados mais baixos de eficiência cognitiva na consulta de 6 meses. Ansiedade e depressão não foram observadas com frequência em ambos os grupos. Conclusões. São necessários estudos mais amplos para investigar a relação exata entre a infecção pelo vírus zika e sintomas neurológicos e problemas neurocognitivos, com ajuste para fatores que afetam a cognição e o comportamento, incluindo distúrbios do humor e do sono, ambiente de aprendizagem em casa, história de infecções neuroinvasivas e história familiar detalhada de problemas neuropsicológicos.