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1.
NPJ Digit Med ; 5(1): 83, 2022 Jun 30.
Artigo em Inglês | MEDLINE | ID: mdl-35773329

RESUMO

IDentif.AI-x, a clinically actionable artificial intelligence platform, was used to rapidly pinpoint and prioritize optimal combination therapies against COVID-19 by pairing a prospective, experimental validation of multi-drug efficacy on a SARS-CoV-2 live virus and Vero E6 assay with a quadratic optimization workflow. A starting pool of 12 candidate drugs developed in collaboration with a community of infectious disease clinicians was first narrowed down to a six-drug pool and then interrogated in 50 combination regimens at three dosing levels per drug, representing 729 possible combinations. IDentif.AI-x revealed EIDD-1931 to be a strong candidate upon which multiple drug combinations can be derived, and pinpointed a number of clinically actionable drug interactions, which were further reconfirmed in SARS-CoV-2 variants B.1.351 (Beta) and B.1.617.2 (Delta). IDentif.AI-x prioritized promising drug combinations for clinical translation and can be immediately adjusted and re-executed with a new pool of promising therapies in an actionable path towards rapidly optimizing combination therapy following pandemic emergence.

2.
Cell ; 184(12): 3192-3204.e16, 2021 06 10.
Artigo em Inglês | MEDLINE | ID: mdl-33974910

RESUMO

Infection with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is initiated by binding of the viral Spike protein to host receptor angiotensin-converting enzyme 2 (ACE2), followed by fusion of viral and host membranes. Although antibodies that block this interaction are in emergency use as early coronavirus disease 2019 (COVID-19) therapies, the precise determinants of neutralization potency remain unknown. We discovered a series of antibodies that potently block ACE2 binding but exhibit divergent neutralization efficacy against the live virus. Strikingly, these neutralizing antibodies can inhibit or enhance Spike-mediated membrane fusion and formation of syncytia, which are associated with chronic tissue damage in individuals with COVID-19. As revealed by cryoelectron microscopy, multiple structures of Spike-antibody complexes have distinct binding modes that not only block ACE2 binding but also alter the Spike protein conformational cycle triggered by ACE2 binding. We show that stabilization of different Spike conformations leads to modulation of Spike-mediated membrane fusion with profound implications for COVID-19 pathology and immunity.


Assuntos
Anticorpos Neutralizantes/química , Células Gigantes/metabolismo , Glicoproteína da Espícula de Coronavírus/química , Enzima de Conversão de Angiotensina 2/química , Enzima de Conversão de Angiotensina 2/genética , Enzima de Conversão de Angiotensina 2/imunologia , Enzima de Conversão de Angiotensina 2/metabolismo , Animais , Anticorpos Neutralizantes/imunologia , Anticorpos Neutralizantes/metabolismo , Complexo Antígeno-Anticorpo/química , Complexo Antígeno-Anticorpo/metabolismo , Sítios de Ligação , Células CHO , COVID-19/patologia , COVID-19/virologia , Cricetinae , Cricetulus , Microscopia Crioeletrônica , Células Gigantes/citologia , Humanos , Fusão de Membrana , Biblioteca de Peptídeos , Ligação Proteica , Domínios Proteicos , Estrutura Quaternária de Proteína , SARS-CoV-2/isolamento & purificação , SARS-CoV-2/metabolismo , Glicoproteína da Espícula de Coronavírus/imunologia , Glicoproteína da Espícula de Coronavírus/metabolismo
3.
Bioeng Transl Med ; 6(1): e10196, 2021 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-33532594

RESUMO

The emergence of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) led to multiple drug repurposing clinical trials that have yielded largely uncertain outcomes. To overcome this challenge, we used IDentif.AI, a platform that pairs experimental validation with artificial intelligence (AI) and digital drug development to rapidly pinpoint unpredictable drug interactions and optimize infectious disease combination therapy design with clinically relevant dosages. IDentif.AI was paired with a 12-drug candidate therapy set representing over 530,000 drug combinations against the SARS-CoV-2 live virus collected from a patient sample. IDentif.AI pinpointed the optimal combination as remdesivir, ritonavir, and lopinavir, which was experimentally validated to mediate a 6.5-fold enhanced efficacy over remdesivir alone. Additionally, it showed hydroxychloroquine and azithromycin to be relatively ineffective. The study was completed within 2 weeks, with a three-order of magnitude reduction in the number of tests needed. IDentif.AI independently mirrored clinical trial outcomes to date without any data from these trials. The robustness of this digital drug development approach paired with in vitro experimentation and AI-driven optimization suggests that IDentif.AI may be clinically actionable toward current and future outbreaks.

4.
bioRxiv ; 2020 Jul 15.
Artigo em Inglês | MEDLINE | ID: mdl-32699850

RESUMO

In vitro antibody selection against pathogens from naïve combinatorial libraries can yield various classes of antigen-specific binders that are distinct from those evolved from natural infection1-4. Also, rapid neutralizing antibody discovery can be made possible by a strategy that selects for those interfering with pathogen and host interaction5. Here we report the discovery of antibodies that neutralize SARS-CoV-2, the virus responsible for the COVID-19 pandemic, from a highly diverse naïve human Fab library. Lead antibody 5A6 blocks the receptor binding domain (RBD) of the viral spike from binding to the host receptor angiotensin converting enzyme 2 (ACE2), neutralizes SARS-CoV-2 infection of Vero E6 cells, and reduces viral replication in reconstituted human nasal and bronchial epithelium models. 5A6 has a high occupancy on the viral surface and exerts its neutralization activity via a bivalent binding mode to the tip of two neighbouring RBDs at the ACE2 interaction interface, one in the "up" and the other in the "down" position, explaining its superior neutralization capacity. Furthermore, 5A6 is insensitive to several spike mutations identified in clinical isolates, including the D614G mutant that has become dominant worldwide. Our results suggest that 5A6 could be an effective prophylactic and therapeutic treatment of COVID-19.

5.
Cells ; 9(2)2020 02 15.
Artigo em Inglês | MEDLINE | ID: mdl-32075271

RESUMO

Although the influenza A virus H7N9 subtype circulates within several avian species, it can also infect humans with a severe disease outcome. To better understand the biology of the H7N9 virus we examined the host response to infection in avian and human cells. In this study we used the A/Anhui/1/2013 strain, which was isolated during the first wave of the H7N9 epidemic. The H7N9 virus-infected both human (Airway Epithelial cells) and avian (Chick Embryo Fibroblast) cells, and each infected host transcriptome was examined with bioinformatic tools and compared with other representative avian and human influenza A virus subtypes. The H7N9 virus induced higher expression changes (differentially regulated genes) in both cell lines, with more prominent changes observed in avian cells. Ortholog mapping of differentially expression genes identified significant enriched common and cell-type pathways during H7N9 infections. This data confirmed our previous findings that different influenza A virus subtypes have virus-specific replication characteristics and anti-virus signaling in human and avian cells. In addition, we reported for the first time, the new HIPPO signaling pathway in avian cells, which we hypothesized to play a vital role to maintain the antiviral state of H7N9 virus-infected avian cells. This could explain the absence of disease symptoms in avian species that tested positive for the presence of H7N9 virus.


Assuntos
Subtipo H7N9 do Vírus da Influenza A/fisiologia , Infecções por Orthomyxoviridae/genética , Infecções por Orthomyxoviridae/virologia , Células A549 , Animais , Embrião de Galinha , Galinhas , Cães , Expressão Gênica , Humanos , Influenza Aviária/genética , Influenza Aviária/metabolismo , Influenza Aviária/virologia , Influenza Humana/genética , Influenza Humana/metabolismo , Influenza Humana/virologia , Células Madin Darby de Rim Canino , Infecções por Orthomyxoviridae/metabolismo , Transdução de Sinais
6.
Influenza Other Respir Viruses ; 10(1): 27-33, 2016 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-26456848

RESUMO

In an earlier study on respiratory infections in Singapore military recruits, four influenza C virus (FLUCV) infections were detected out of the 1354 samples collected. All four isolates were detected in 2006, and their whole genome was completely sequenced and analysed. Phylogenetic analysis of the hemagglutinin esterase fusion (HEF) gene revealed that all four Singapore isolates belonged to the C/Japan-Kanagawa/1/76-related lineage. However, the genes of the four FLUCV isolates had origins from several different lineages, and the genome composition resembles that of the C/Japan-Miyagi/9/96-like strains that had been circulating in Japan between 1996 and 2000.


Assuntos
Gammainfluenzavirus/classificação , Gammainfluenzavirus/genética , Hemaglutininas Virais/genética , Influenza Humana/virologia , Proteínas Virais de Fusão/genética , Animais , Cães , Genômica , Humanos , Influenza Humana/epidemiologia , Células Madin Darby de Rim Canino , Militares , Doenças Negligenciadas/epidemiologia , Doenças Negligenciadas/virologia , Filogenia , Singapura
7.
J Clin Virol ; 47(3): 289-92, 2010 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-20079688

RESUMO

BACKGROUND: Military personnel are highly susceptible to febrile respiratory illnesses (FRI), likely due to crowding, stress and other risk factors present in the military environment. OBJECTIVE: Our objective was to investigate the viral etiological agents responsible for FRI among military recruits training in a tropical climate in Singapore. STUDY DESIGN: From March 2006 through April 2007, a total of 1354 oropharyngeal (throat) swabs were collected from military recruits who reported sick with an oral temperature of > or =38 degrees C and a cough and/or sore throat. Real-time polymerase chain reaction (PCR) was used to assay for the presence of influenza A and B viruses and adenoviruses (H-AdV), and conventional PCR used for the remaining respiratory viruses in all specimens. RESULTS: Influenza A virus was the dominant infection with a laboratory-confirmed incidence of 24% (326/1354) and a predominance of the H3N2 subtype. The temporal pattern for influenza A virus infections coincided with the nation-wide pattern in the civilian community. Detection rates of 12% (159/1354) and 2.7% (5/1354) were obtained for influenza B virus and other respiratory viruses, respectively. CONCLUSIONS: The laboratory findings identified influenza A virus as the primary causative viral agent for FRI in the Singapore military, in strong contrast to findings from temperate countries and countries where recruits are often vaccinated for influenza. Our results suggest that influenza vaccination should be considered as a requirement to reduce the incidence of influenza infections. This is the first report describing respiratory infections in a tropical military setting, in a developed country in Asia.


Assuntos
Militares , Infecções Respiratórias/virologia , Viroses/virologia , Vírus/classificação , Vírus/isolamento & purificação , Adolescente , Adulto , Humanos , Masculino , Orofaringe/virologia , Reação em Cadeia da Polimerase/métodos , Prevalência , Singapura , Adulto Jovem
8.
J Med Virol ; 81(1): 82-9, 2009 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-19031441

RESUMO

Human bocavirus (HBoV) is a parvovirus, belonging to the genus Bocavirus. The virus was identified recently in Sweden, and has now been detected in several different countries. Although it is associated with lower respiratory tract infections in pediatric patients, the incidence of HBoV infection in a developed country in South East Asia, has not been examined. The objective of this study was to determine the importance of HBoV as a cause of lower respiratory tract infections among children admitted to hospital in Singapore. Five hundred nasopharyngeal swabs were collected from anonymized pediatric patients admitted to the Kandang Kerbau Women's and Children's Hospital for acute respiratory infections. The specimens were tested for the presence of HBoV using polymerase chain reactions. HBoV was detected in 8.0% of the patients tested, and a majority of these HBoV patients exhibited lower respiratory tract infections. A significant level of coinfection with respiratory syncytial viruses and rhinoviruses was also observed in these HBoV patients. The data suggest that HBoV is an important cause of lower respiratory tract infections among children admitted to hospital in Singapore, and is the first study examining the incidence of HBoV infection in a developed country in South East Asia.


Assuntos
Bocavirus/isolamento & purificação , Infecções por Parvoviridae/epidemiologia , Infecções Respiratórias/epidemiologia , Infecções Respiratórias/virologia , Criança , Comorbidade , DNA Viral/química , DNA Viral/genética , Hospitais , Humanos , Incidência , Dados de Sequência Molecular , Nasofaringe/virologia , Filogenia , Reação em Cadeia da Polimerase/métodos , Vírus Sincicial Respiratório Humano/isolamento & purificação , Rhinovirus/isolamento & purificação , Análise de Sequência de DNA , Singapura/epidemiologia
9.
Expert Rev Mol Diagn ; 4(2): 219-30, 2004 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-14995908

RESUMO

Molecular-based detection methods such as PCR techniques have had a significant impact on the diagnosis of viral infections because of their superior sensitivity and rapid turnaround time. This review describes the use of real-time PCR on the capillary thermal cycler, the Roche LightCycler trade mark, for early disease detection in diagnostic virology. The advantages of using the LightCycler, the detection processes using SYBR Green I and different hybridization strategies will be discussed in detail, with specific examples drawn from our in-house viral assays. The use of the LightCycler for the investigation of two recent viral outbreaks in Singapore will also be briefly described.


Assuntos
Técnicas de Diagnóstico Molecular , Reação em Cadeia da Polimerase , Viroses/diagnóstico , Benzotiazóis , Sondas de DNA/metabolismo , DNA Viral/química , DNA Viral/metabolismo , Diaminas , Transferência Ressonante de Energia de Fluorescência , Corantes Fluorescentes/metabolismo , Humanos , Desnaturação de Ácido Nucleico , Compostos Orgânicos/metabolismo , Reação em Cadeia da Polimerase/instrumentação , Reação em Cadeia da Polimerase/métodos , Quinolinas , Sensibilidade e Especificidade , Viroses/epidemiologia
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