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1.
Cell ; 174(6): 1522-1536.e22, 2018 09 06.
Artigo em Inglês | MEDLINE | ID: mdl-30146161

RESUMO

How transcription affects genome 3D organization is not well understood. We found that during influenza A (IAV) infection, rampant transcription rapidly reorganizes host cell chromatin interactions. These changes occur at the ends of highly transcribed genes, where global inhibition of transcription termination by IAV NS1 protein causes readthrough transcription for hundreds of kilobases. In these readthrough regions, elongating RNA polymerase II disrupts chromatin interactions by inducing cohesin displacement from CTCF sites, leading to locus decompaction. Readthrough transcription into heterochromatin regions switches them from the inert (B) to the permissive (A) chromatin compartment and enables transcription factor binding. Data from non-viral transcription stimuli show that transcription similarly affects cohesin-mediated chromatin contacts within gene bodies. Conversely, inhibition of transcription elongation allows cohesin to accumulate at previously transcribed intragenic CTCF sites and to mediate chromatin looping and compaction. Our data indicate that transcription elongation by RNA polymerase II remodels genome 3D architecture.


Assuntos
Cromatina/metabolismo , Genoma Humano , Virus da Influenza A Subtipo H5N1/metabolismo , Sítios de Ligação , Fator de Ligação a CCCTC/química , Fator de Ligação a CCCTC/metabolismo , Proteínas de Transporte/antagonistas & inibidores , Proteínas de Transporte/genética , Proteínas de Transporte/metabolismo , Proteínas de Ciclo Celular/metabolismo , Linhagem Celular , Cromatina/química , Proteínas Cromossômicas não Histona/metabolismo , Flavonoides/farmacologia , Humanos , Interferon beta/farmacologia , Macrófagos/citologia , Macrófagos/metabolismo , Macrófagos/virologia , Proteínas Nucleares/antagonistas & inibidores , Proteínas Nucleares/genética , Proteínas Nucleares/metabolismo , Piperidinas/farmacologia , Ligação Proteica , Proteínas Proto-Oncogênicas/antagonistas & inibidores , Proteínas Proto-Oncogênicas/genética , Proteínas Proto-Oncogênicas/metabolismo , Interferência de RNA , RNA Polimerase II/genética , RNA Polimerase II/metabolismo , RNA Interferente Pequeno/metabolismo , Transcrição Gênica/efeitos dos fármacos , Proteínas não Estruturais Virais/genética , Proteínas não Estruturais Virais/metabolismo , Coesinas
2.
Cell ; 169(4): 679-692.e14, 2017 05 04.
Artigo em Inglês | MEDLINE | ID: mdl-28475896

RESUMO

The nuclear RNA exosome is an essential multi-subunit complex that controls RNA homeostasis. Congenital mutations in RNA exosome genes are associated with neurodegenerative diseases. Little is known about the role of the RNA exosome in the cellular response to pathogens. Here, using NGS and human and mouse genetics, we show that influenza A virus (IAV) ribogenesis and growth are suppressed by impaired RNA exosome activity. Mechanistically, the nuclear RNA exosome coordinates the initial steps of viral transcription with RNAPII at host promoters. The viral polymerase complex co-opts the nuclear RNA exosome complex and cellular RNAs en route to 3' end degradation. Exosome deficiency uncouples chromatin targeting of the viral polymerase complex and the formation of cellular:viral RNA hybrids, which are essential RNA intermediates that license transcription of antisense genomic viral RNAs. Our results suggest that evolutionary arms races have shaped the cellular RNA quality control machinery.


Assuntos
Interações Hospedeiro-Patógeno , Vírus da Influenza A Subtipo H1N1/fisiologia , Vírus da Influenza A Subtipo H3N2/fisiologia , Influenza Humana/virologia , RNA Polimerase II/metabolismo , Células A549 , Animais , Imunoprecipitação da Cromatina , Exorribonucleases/genética , Complexo Multienzimático de Ribonucleases do Exossomo/genética , Exossomos/metabolismo , Humanos , Espectrometria de Massas , Camundongos , Mutação , Doenças Neurodegenerativas/virologia , Proteínas de Ligação a RNA/genética , Ribossomos/genética , Transcrição Gênica
3.
Mol Cell ; 81(12): 2656-2668.e8, 2021 06 17.
Artigo em Inglês | MEDLINE | ID: mdl-33930332

RESUMO

A deficient interferon (IFN) response to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection has been implicated as a determinant of severe coronavirus disease 2019 (COVID-19). To identify the molecular effectors that govern IFN control of SARS-CoV-2 infection, we conducted a large-scale gain-of-function analysis that evaluated the impact of human IFN-stimulated genes (ISGs) on viral replication. A limited subset of ISGs were found to control viral infection, including endosomal factors inhibiting viral entry, RNA binding proteins suppressing viral RNA synthesis, and a highly enriched cluster of endoplasmic reticulum (ER)/Golgi-resident ISGs inhibiting viral assembly/egress. These included broad-acting antiviral ISGs and eight ISGs that specifically inhibited SARS-CoV-2 and SARS-CoV-1 replication. Among the broad-acting ISGs was BST2/tetherin, which impeded viral release and is antagonized by SARS-CoV-2 Orf7a protein. Overall, these data illuminate a set of ISGs that underlie innate immune control of SARS-CoV-2/SARS-CoV-1 infection, which will facilitate the understanding of host determinants that impact disease severity and offer potential therapeutic strategies for COVID-19.


Assuntos
Antígenos CD/genética , Interações Hospedeiro-Patógeno/genética , Fatores Reguladores de Interferon/genética , Interferon Tipo I/genética , SARS-CoV-2/genética , Proteínas Virais/genética , Animais , Antígenos CD/química , Antígenos CD/imunologia , Sítios de Ligação , Linhagem Celular Tumoral , Chlorocebus aethiops , Retículo Endoplasmático/genética , Retículo Endoplasmático/imunologia , Retículo Endoplasmático/virologia , Proteínas Ligadas por GPI/química , Proteínas Ligadas por GPI/genética , Proteínas Ligadas por GPI/imunologia , Regulação da Expressão Gênica , Complexo de Golgi/genética , Complexo de Golgi/imunologia , Complexo de Golgi/virologia , Células HEK293 , Interações Hospedeiro-Patógeno/imunologia , Humanos , Imunidade Inata , Fatores Reguladores de Interferon/classificação , Fatores Reguladores de Interferon/imunologia , Interferon Tipo I/imunologia , Simulação de Acoplamento Molecular , Ligação Proteica , Conformação Proteica em alfa-Hélice , Conformação Proteica em Folha beta , Domínios e Motivos de Interação entre Proteínas , SARS-CoV-2/imunologia , Transdução de Sinais , Células Vero , Proteínas Virais/química , Proteínas Virais/imunologia , Internalização do Vírus , Liberação de Vírus/genética , Liberação de Vírus/imunologia , Replicação Viral/genética , Replicação Viral/imunologia
4.
Nature ; 593(7859): 418-423, 2021 05.
Artigo em Inglês | MEDLINE | ID: mdl-33727703

RESUMO

The COVID-19 pandemic is the third outbreak this century of a zoonotic disease caused by a coronavirus, following the emergence of severe acute respiratory syndrome (SARS) in 20031 and Middle East respiratory syndrome (MERS) in 20122. Treatment options for coronaviruses are limited. Here we show that clofazimine-an anti-leprosy drug with a favourable safety profile3-possesses inhibitory activity against several coronaviruses, and can antagonize the replication of SARS-CoV-2 and MERS-CoV in a range of in vitro systems. We found that this molecule, which has been approved by the US Food and Drug Administration, inhibits cell fusion mediated by the viral spike glycoprotein, as well as activity of the viral helicase. Prophylactic or therapeutic administration of clofazimine in a hamster model of SARS-CoV-2 pathogenesis led to reduced viral loads in the lung and viral shedding in faeces, and also alleviated the inflammation associated with viral infection. Combinations of clofazimine and remdesivir exhibited antiviral synergy in vitro and in vivo, and restricted viral shedding from the upper respiratory tract. Clofazimine, which is orally bioavailable and comparatively cheap to manufacture, is an attractive clinical candidate for the treatment of outpatients and-when combined with remdesivir-in therapy for hospitalized patients with COVID-19, particularly in contexts in which costs are an important factor or specialized medical facilities are limited. Our data provide evidence that clofazimine may have a role in the control of the current pandemic of COVID-19 and-possibly more importantly-in dealing with coronavirus diseases that may emerge in the future.


Assuntos
Antivirais/farmacologia , Clofazimina/farmacologia , Coronavirus/classificação , Coronavirus/efeitos dos fármacos , SARS-CoV-2/efeitos dos fármacos , Monofosfato de Adenosina/análogos & derivados , Monofosfato de Adenosina/farmacologia , Monofosfato de Adenosina/uso terapêutico , Alanina/análogos & derivados , Alanina/farmacologia , Alanina/uso terapêutico , Animais , Anti-Inflamatórios/farmacocinética , Anti-Inflamatórios/farmacologia , Anti-Inflamatórios/uso terapêutico , Antivirais/farmacocinética , Antivirais/uso terapêutico , Disponibilidade Biológica , Fusão Celular , Linhagem Celular , Clofazimina/farmacocinética , Clofazimina/uso terapêutico , Coronavirus/crescimento & desenvolvimento , Coronavirus/patogenicidade , Cricetinae , DNA Helicases/antagonistas & inibidores , Sinergismo Farmacológico , Feminino , Humanos , Estágios do Ciclo de Vida/efeitos dos fármacos , Masculino , Mesocricetus , Profilaxia Pré-Exposição , SARS-CoV-2/crescimento & desenvolvimento , Especificidade da Espécie , Glicoproteína da Espícula de Coronavírus/antagonistas & inibidores , Transcrição Gênica/efeitos dos fármacos , Transcrição Gênica/genética
5.
PLoS Pathog ; 20(1): e1011805, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-38198521

RESUMO

Hybrid immunity (vaccination + natural infection) to SARS-CoV-2 provides superior protection to re-infection. We performed immune profiling studies during breakthrough infections in mRNA-vaccinated hamsters to evaluate hybrid immunity induction. The mRNA vaccine, BNT162b2, was dosed to induce binding antibody titers against ancestral spike, but inefficient serum virus neutralization of ancestral SARS-CoV-2 or variants of concern (VoCs). Vaccination reduced morbidity and controlled lung virus titers for ancestral virus and Alpha but allowed breakthrough infections in Beta, Delta and Mu-challenged hamsters. Vaccination primed for T cell responses that were boosted by infection. Infection back-boosted neutralizing antibody responses against ancestral virus and VoCs. Hybrid immunity resulted in more cross-reactive sera, reflected by smaller antigenic cartography distances. Transcriptomics post-infection reflects both vaccination status and disease course and suggests a role for interstitial macrophages in vaccine-mediated protection. Therefore, protection by vaccination, even in the absence of high titers of neutralizing antibodies in the serum, correlates with recall of broadly reactive B- and T-cell responses.


Assuntos
COVID-19 , SARS-CoV-2 , Animais , Cricetinae , Humanos , Vacina BNT162 , Infecções Irruptivas , COVID-19/prevenção & controle , Mesocricetus , Anticorpos Neutralizantes , Complicações Pós-Operatórias , RNA Mensageiro/genética , Imunidade , Anticorpos Antivirais , Vacinação
6.
Nature ; 586(7827): 113-119, 2020 10.
Artigo em Inglês | MEDLINE | ID: mdl-32707573

RESUMO

The emergence of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) in 2019 has triggered an ongoing global pandemic of the severe pneumonia-like disease coronavirus disease 2019 (COVID-19)1. The development of a vaccine is likely to take at least 12-18 months, and the typical timeline for approval of a new antiviral therapeutic agent can exceed 10 years. Thus, repurposing of known drugs could substantially accelerate the deployment of new therapies for COVID-19. Here we profiled a library of drugs encompassing approximately 12,000 clinical-stage or Food and Drug Administration (FDA)-approved small molecules to identify candidate therapeutic drugs for COVID-19. We report the identification of 100 molecules that inhibit viral replication of SARS-CoV-2, including 21 drugs that exhibit dose-response relationships. Of these, thirteen were found to harbour effective concentrations commensurate with probable achievable therapeutic doses in patients, including the PIKfyve kinase inhibitor apilimod2-4 and the cysteine protease inhibitors MDL-28170, Z LVG CHN2, VBY-825 and ONO 5334. Notably, MDL-28170, ONO 5334 and apilimod were found to antagonize viral replication in human pneumocyte-like cells derived from induced pluripotent stem cells, and apilimod also demonstrated antiviral efficacy in a primary human lung explant model. Since most of the molecules identified in this study have already advanced into the clinic, their known pharmacological and human safety profiles will enable accelerated preclinical and clinical evaluation of these drugs for the treatment of COVID-19.


Assuntos
Antivirais/análise , Antivirais/farmacologia , Betacoronavirus/efeitos dos fármacos , Infecções por Coronavirus/tratamento farmacológico , Infecções por Coronavirus/virologia , Avaliação Pré-Clínica de Medicamentos , Reposicionamento de Medicamentos , Pneumonia Viral/tratamento farmacológico , Pneumonia Viral/virologia , Monofosfato de Adenosina/análogos & derivados , Monofosfato de Adenosina/farmacologia , Alanina/análogos & derivados , Alanina/farmacologia , Células Epiteliais Alveolares/citologia , Células Epiteliais Alveolares/efeitos dos fármacos , Betacoronavirus/crescimento & desenvolvimento , COVID-19 , Linhagem Celular , Inibidores de Cisteína Proteinase/análise , Inibidores de Cisteína Proteinase/farmacologia , Relação Dose-Resposta a Droga , Sinergismo Farmacológico , Regulação da Expressão Gênica/efeitos dos fármacos , Humanos , Hidrazonas , Células-Tronco Pluripotentes Induzidas/citologia , Modelos Biológicos , Morfolinas/análise , Morfolinas/farmacologia , Pandemias , Pirimidinas , Reprodutibilidade dos Testes , SARS-CoV-2 , Bibliotecas de Moléculas Pequenas/análise , Bibliotecas de Moléculas Pequenas/farmacologia , Triazinas/análise , Triazinas/farmacologia , Internalização do Vírus/efeitos dos fármacos , Replicação Viral/efeitos dos fármacos , Tratamento Farmacológico da COVID-19
8.
PLoS Pathog ; 17(11): e1009409, 2021 11.
Artigo em Inglês | MEDLINE | ID: mdl-34843601

RESUMO

The HIV-1 accessory protein Vpu modulates membrane protein trafficking and degradation to provide evasion of immune surveillance. Targets of Vpu include CD4, HLAs, and BST-2. Several cellular pathways co-opted by Vpu have been identified, but the picture of Vpu's itinerary and activities within membrane systems remains incomplete. Here, we used fusion proteins of Vpu and the enzyme ascorbate peroxidase (APEX2) to compare the ultrastructural locations and the proximal proteomes of wild type Vpu and Vpu-mutants. The proximity-omes of the proteins correlated with their ultrastructural locations and placed wild type Vpu near both retromer and ESCRT-0 complexes. Hierarchical clustering of protein abundances across the mutants was essential to interpreting the data and identified Vpu degradation-targets including CD4, HLA-C, and SEC12 as well as Vpu-cofactors including HGS, STAM, clathrin, and PTPN23, an ALIX-like protein. The Vpu-directed degradation of BST-2 was supported by STAM and PTPN23 and to a much lesser extent by the retromer subunits Vps35 and SNX3. PTPN23 also supported the Vpu-directed decrease in CD4 at the cell surface. These data suggest that Vpu directs targets from sorting endosomes to degradation at multi-vesicular bodies via ESCRT-0 and PTPN23.


Assuntos
Complexos Endossomais de Distribuição Requeridos para Transporte/metabolismo , Infecções por HIV/virologia , Proteínas do Vírus da Imunodeficiência Humana/metabolismo , Proteínas Tirosina Fosfatases não Receptoras/metabolismo , Proteoma/metabolismo , Nexinas de Classificação/metabolismo , Proteínas de Transporte Vesicular/metabolismo , Proteínas Virais Reguladoras e Acessórias/metabolismo , Proteínas Viroporinas/metabolismo , Complexos Endossomais de Distribuição Requeridos para Transporte/genética , Infecções por HIV/genética , Infecções por HIV/metabolismo , HIV-1/fisiologia , Células HeLa , Proteínas do Vírus da Imunodeficiência Humana/genética , Humanos , Microscopia Eletrônica , Domínios e Motivos de Interação entre Proteínas , Multimerização Proteica , Transporte Proteico , Proteínas Tirosina Fosfatases não Receptoras/genética , Proteoma/análise , Nexinas de Classificação/química , Nexinas de Classificação/genética , Proteínas de Transporte Vesicular/química , Proteínas de Transporte Vesicular/genética , Proteínas Virais Reguladoras e Acessórias/genética , Proteínas Viroporinas/genética
9.
Nature ; 481(7381): 365-70, 2011 Dec 21.
Artigo em Inglês | MEDLINE | ID: mdl-22190034

RESUMO

Human immunodeficiency virus (HIV) has a small genome and therefore relies heavily on the host cellular machinery to replicate. Identifying which host proteins and complexes come into physical contact with the viral proteins is crucial for a comprehensive understanding of how HIV rewires the host's cellular machinery during the course of infection. Here we report the use of affinity tagging and purification mass spectrometry to determine systematically the physical interactions of all 18 HIV-1 proteins and polyproteins with host proteins in two different human cell lines (HEK293 and Jurkat). Using a quantitative scoring system that we call MiST, we identified with high confidence 497 HIV-human protein-protein interactions involving 435 individual human proteins, with ∼40% of the interactions being identified in both cell types. We found that the host proteins hijacked by HIV, especially those found interacting in both cell types, are highly conserved across primates. We uncovered a number of host complexes targeted by viral proteins, including the finding that HIV protease cleaves eIF3d, a subunit of eukaryotic translation initiation factor 3. This host protein is one of eleven identified in this analysis that act to inhibit HIV replication. This data set facilitates a more comprehensive and detailed understanding of how the host machinery is manipulated during the course of HIV infection.


Assuntos
HIV-1/química , HIV-1/metabolismo , Interações Hospedeiro-Patógeno , Proteínas do Vírus da Imunodeficiência Humana/metabolismo , Mapeamento de Interação de Proteínas/métodos , Mapas de Interação de Proteínas/fisiologia , Marcadores de Afinidade , Sequência de Aminoácidos , Sequência Conservada , Fator de Iniciação 3 em Eucariotos/química , Fator de Iniciação 3 em Eucariotos/metabolismo , Células HEK293 , Infecções por HIV/metabolismo , Infecções por HIV/virologia , Protease de HIV/metabolismo , HIV-1/fisiologia , Proteínas do Vírus da Imunodeficiência Humana/análise , Proteínas do Vírus da Imunodeficiência Humana/química , Proteínas do Vírus da Imunodeficiência Humana/isolamento & purificação , Humanos , Imunoprecipitação , Células Jurkat , Espectrometria de Massas , Ligação Proteica , Reprodutibilidade dos Testes , Replicação Viral
10.
Nature ; 463(7282): 813-7, 2010 Feb 11.
Artigo em Inglês | MEDLINE | ID: mdl-20027183

RESUMO

Influenza A virus is an RNA virus that encodes up to 11 proteins and this small coding capacity demands that the virus use the host cellular machinery for many aspects of its life cycle. Knowledge of these host cell requirements not only informs us of the molecular pathways exploited by the virus but also provides further targets that could be pursued for antiviral drug development. Here we use an integrative systems approach, based on genome-wide RNA interference screening, to identify 295 cellular cofactors required for early-stage influenza virus replication. Within this group, those involved in kinase-regulated signalling, ubiquitination and phosphatase activity are the most highly enriched, and 181 factors assemble into a highly significant host-pathogen interaction network. Moreover, 219 of the 295 factors were confirmed to be required for efficient wild-type influenza virus growth, and further analysis of a subset of genes showed 23 factors necessary for viral entry, including members of the vacuolar ATPase (vATPase) and COPI-protein families, fibroblast growth factor receptor (FGFR) proteins, and glycogen synthase kinase 3 (GSK3)-beta. Furthermore, 10 proteins were confirmed to be involved in post-entry steps of influenza virus replication. These include nuclear import components, proteases, and the calcium/calmodulin-dependent protein kinase (CaM kinase) IIbeta (CAMK2B). Notably, growth of swine-origin H1N1 influenza virus is also dependent on the identified host factors, and we show that small molecule inhibitors of several factors, including vATPase and CAMK2B, antagonize influenza virus replication.


Assuntos
Fatores Biológicos/genética , Fatores Biológicos/fisiologia , Interações Hospedeiro-Patógeno/fisiologia , Vírus da Influenza A/crescimento & desenvolvimento , Influenza Humana/genética , Influenza Humana/virologia , Replicação Viral/fisiologia , Animais , Linhagem Celular , Chlorocebus aethiops , Biblioteca Gênica , Genoma Humano/genética , Interações Hospedeiro-Patógeno/genética , Humanos , Vírus da Influenza A Subtipo H1N1/classificação , Vírus da Influenza A Subtipo H1N1/crescimento & desenvolvimento , Vírus da Influenza A/classificação , Interferência de RNA , Células Vero , Internalização do Vírus
11.
J Virol ; 88(13): 7528-40, 2014 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-24760882

RESUMO

UNLABELLED: Characterizing the cellular factors that play a role in the HIV replication cycle is fundamental to fully understanding mechanisms of viral replication and pathogenesis. Whole-genome small interfering RNA (siRNA) screens have identified positive and negative regulators of HIV replication, providing starting points for investigating new cellular factors. We report here that silencing of the deubiquitinase cylindromatosis protein (CYLD), increases HIV infection by enhancing HIV long terminal repeat (LTR)-driven transcription via the NF-κB pathway. CYLD is highly expressed in CD4(+) T lymphocytes, monocyte-derived macrophages, and dendritic cells. We found that CYLD silencing increases HIV replication in T cell lines. We confirmed the positive role of CYLD silencing in HIV infection in primary human CD4(+) T cells, in which CYLD protein was partially processed upon activation. Lastly, Jurkat T cells latently infected with HIV (JLat cells) were more responsive to phorbol 12-myristate 13-acetate (PMA) reactivation in the absence of CYLD, indicating that CYLD activity could play a role in HIV reactivation from latency. In summary, we show that CYLD acts as a potent negative regulator of HIV mRNA expression by specifically inhibiting NF-κB-driven transcription. These findings suggest a function for this protein in modulating productive viral replication as well as in viral reactivation. IMPORTANCE: HIV transcription is regulated by a number of host cell factors. Here we report that silencing of the lysine 63 deubiquitinase CYLD increases HIV transcription in an NF-κB-dependent manner. We show that CYLD is expressed in HIV target cells and that its silencing increases HIV infection in transformed T cell lines as well as primary CD4(+) T cells. Similarly, reactivation of latent provirus was facilitated in the absence of CYLD. These data suggest that CYLD, which is highly expressed in CD4(+) T cells, can control HIV transcription in productive infection as well as during reactivation from latency.


Assuntos
Infecções por HIV/genética , HIV-1/genética , NF-kappa B/metabolismo , Transcrição Gênica , Proteínas Supressoras de Tumor/metabolismo , Ativação Viral/fisiologia , Western Blotting , Linfócitos T CD4-Positivos/imunologia , Linfócitos T CD4-Positivos/metabolismo , Linfócitos T CD4-Positivos/virologia , Enzima Desubiquitinante CYLD , Imunofluorescência , Regulação Viral da Expressão Gênica , Células HEK293 , Infecções por HIV/imunologia , Infecções por HIV/virologia , Repetição Terminal Longa de HIV/genética , HIV-1/imunologia , HIV-1/metabolismo , Humanos , Células Jurkat , Macrófagos/imunologia , Macrófagos/metabolismo , Macrófagos/virologia , NF-kappa B/genética , RNA Mensageiro/genética , RNA Interferente Pequeno/genética , Reação em Cadeia da Polimerase em Tempo Real , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Proteínas Supressoras de Tumor/antagonistas & inibidores , Proteínas Supressoras de Tumor/genética , Replicação Viral
12.
Nat Commun ; 15(1): 1853, 2024 Feb 29.
Artigo em Inglês | MEDLINE | ID: mdl-38424040

RESUMO

Many machine learning applications in bioinformatics currently rely on matching gene identities when analyzing input gene signatures and fail to take advantage of preexisting knowledge about gene functions. To further enable comparative analysis of OMICS datasets, including target deconvolution and mechanism of action studies, we develop an approach that represents gene signatures projected onto their biological functions, instead of their identities, similar to how the word2vec technique works in natural language processing. We develop the Functional Representation of Gene Signatures (FRoGS) approach by training a deep learning model and demonstrate that its application to the Broad Institute's L1000 datasets results in more effective compound-target predictions than models based on gene identities alone. By integrating additional pharmacological activity data sources, FRoGS significantly increases the number of high-quality compound-target predictions relative to existing approaches, many of which are supported by in silico and/or experimental evidence. These results underscore the general utility of FRoGS in machine learning-based bioinformatics applications. Prediction networks pre-equipped with the knowledge of gene functions may help uncover new relationships among gene signatures acquired by large-scale OMICs studies on compounds, cell types, disease models, and patient cohorts.


Assuntos
Aprendizado Profundo , Humanos , Aprendizado de Máquina , Biologia Computacional , Desenvolvimento de Medicamentos
13.
bioRxiv ; 2024 Jul 10.
Artigo em Inglês | MEDLINE | ID: mdl-39026801

RESUMO

Defining the subset of cellular factors governing SARS-CoV-2 replication can provide critical insights into viral pathogenesis and identify targets for host-directed antiviral therapies. While a number of genetic screens have previously reported SARS-CoV-2 host dependency factors, these approaches relied on utilizing pooled genome-scale CRISPR libraries, which are biased towards the discovery of host proteins impacting early stages of viral replication. To identify host factors involved throughout the SARS-CoV-2 infectious cycle, we conducted an arrayed genome-scale siRNA screen. Resulting data were integrated with published datasets to reveal pathways supported by orthogonal datasets, including transcriptional regulation, epigenetic modifications, and MAPK signalling. The identified proviral host factors were mapped into the SARS-CoV-2 infectious cycle, including 27 proteins that were determined to impact assembly and release. Additionally, a subset of proteins were tested across other coronaviruses revealing 17 potential pan-coronavirus targets. Further studies illuminated a role for the heparan sulfate proteoglycan perlecan in SARS-CoV-2 viral entry, and found that inhibition of the non-canonical NF-kB pathway through targeting of BIRC2 restricts SARS-CoV-2 replication both in vitro and in vivo. These studies provide critical insight into the landscape of virus-host interactions driving SARS-CoV-2 replication as well as valuable targets for host-directed antivirals.

14.
Viruses ; 15(12)2023 12 15.
Artigo em Inglês | MEDLINE | ID: mdl-38140676

RESUMO

Antiretroviral therapy (ART) has brought the HIV/AIDS epidemic under control, but a curative strategy for viral eradication is still needed. The cessation of ART results in rapid viral rebound from latently infected CD4+ T cells, showing that control of viral replication alone does not fully restore immune function, nor does it eradicate viral reservoirs. With a better understanding of factors and mechanisms that promote viral latency, current approaches are primarily focused on the permanent silencing of latently infected cells ("block and lock") or reactivating HIV-1 gene expression in latently infected cells, in combination with immune restoration strategies to eliminate HIV infected cells from the host ("shock and kill"). In this review, we provide a summary of the current, most promising approaches for HIV-1 cure strategies, including an analysis of both latency-promoting agents (LPA) and latency-reversing agents (LRA) that have shown promise in vitro, ex vivo, and in human clinical trials to reduce the HIV-1 reservoir.


Assuntos
Infecções por HIV , Soropositividade para HIV , HIV-1 , Humanos , Latência Viral , Replicação Viral , HIV-1/fisiologia , Linfócitos T CD4-Positivos , Ativação Viral
15.
Res Sq ; 2023 Nov 29.
Artigo em Inglês | MEDLINE | ID: mdl-38077015

RESUMO

Rapid emergence of antigenic distinct SARS-CoV-2 variants implies a greater risk of reinfection as viruses can escape neutralizing antibodies induced by vaccination or previous viral exposure. Disease severity during COVID-19 depends on many variables such as age-related comorbidities, host immune status and genetic variation. The host immune response during infection with SARS-CoV-2 may contribute to disease severity, which can range from asymptomatic to severe with fatal outcome. Furthermore, the extent of host immune response activation may rely on underlying genetic predisposition for disease or protection. To address these questions, we performed immune profiling studies in mice with different genetic backgrounds - transgenic K18-hACE2 and wild-type 129S1 mice - subjected to reinfection with the severe disease-causing SARS-CoV-2 B.1.351 variant, 30 days after experimental milder BA.1 infection. BA.1 preinfection conferred protection against B.1.351-induced morbidity in K18-hACE2 mice but aggravated disease in 129S1 mice. We found that he cytokine/chemokine profile in B.1.351 re-infected 129S1mice is similar to that during severe SARS-CoV-2 infection in humans and is characterized by a much higher level of IL-10, IL-1ß, IL-18 and IFN-γ, whereas in B.1.351 re-infected K18-hACE2 mice, the cytokine profile echoes the signature of naïve mice undergoing viral infection for the first time. Interestingly, the enhanced pathology observed in 129S1 mice upon reinfection cannot be attributed to a less efficient induction of adaptive immune responses to the initial BA.1 infection, as both K18-hACE2 and 129S1 mice exhibited similar B and T cell responses at 30 DPI against BA.1, with similar anti-BA.1 or B.1.351 spike-specific ELISA binding titers, levels of germinal center B-cells, and SARS-CoV-2-Spike specific tissue-resident T-cells. Long-term effects of BA.1 infection are associated with differential transcriptional changes in bronchoalveolar lavage-derived CD11c + immune cells from K18-hACE2 and 129S1, with K18-hACE2 CD11c + cells showing a strong antiviral defense gene expression profile whereas 129S1 CD11c + cells showed a more pro-inflammatory response. In conclusion, initial infection with BA.1 induces cross-reactive adaptive immune responses in both K18-hACE2 and 129S1 mice, however the different disease outcome of reinfection seems to be driven by differential responses of CD11c + cells in the alveolar space.

16.
Sci Data ; 10(1): 99, 2023 02 23.
Artigo em Inglês | MEDLINE | ID: mdl-36823157

RESUMO

Biomedical datasets are increasing in size, stored in many repositories, and face challenges in FAIRness (findability, accessibility, interoperability, reusability). As a Consortium of infectious disease researchers from 15 Centers, we aim to adopt open science practices to promote transparency, encourage reproducibility, and accelerate research advances through data reuse. To improve FAIRness of our datasets and computational tools, we evaluated metadata standards across established biomedical data repositories. The vast majority do not adhere to a single standard, such as Schema.org, which is widely-adopted by generalist repositories. Consequently, datasets in these repositories are not findable in aggregation projects like Google Dataset Search. We alleviated this gap by creating a reusable metadata schema based on Schema.org and catalogued nearly 400 datasets and computational tools we collected. The approach is easily reusable to create schemas interoperable with community standards, but customized to a particular context. Our approach enabled data discovery, increased the reusability of datasets from a large research consortium, and accelerated research. Lastly, we discuss ongoing challenges with FAIRness beyond discoverability.


Assuntos
Doenças Transmissíveis , Conjuntos de Dados como Assunto , Metadados , Reprodutibilidade dos Testes , Conjuntos de Dados como Assunto/normas , Humanos
17.
bioRxiv ; 2023 May 23.
Artigo em Inglês | MEDLINE | ID: mdl-37425792

RESUMO

Hybrid immunity to SARS-CoV-2 provides superior protection to re-infection. We performed immune profiling studies during breakthrough infections in mRNA-vaccinated hamsters to evaluate hybrid immunity induction. mRNA vaccine, BNT162b2, was dosed to induce binding antibody titers against ancestral spike, but inefficient serum virus neutralization of ancestral SARS-CoV-2 or variants of concern (VoCs). Vaccination reduced morbidity and controlled lung virus titers for ancestral virus and Alpha but allowed breakthrough infections in Beta, Delta and Mu-challenged hamsters. Vaccination primed T cell responses that were boosted by infection. Infection back-boosted neutralizing antibody responses against ancestral virus and VoCs. Hybrid immunity resulted in more cross-reactive sera. Transcriptomics post-infection reflects both vaccination status and disease course and suggests a role for interstitial macrophages in vaccine-mediated protection. Therefore, protection by vaccination, even in the absence of high titers of neutralizing antibodies in the serum, correlates with recall of broadly reactive B- and T-cell responses.

18.
Nat Commun ; 14(1): 6030, 2023 09 27.
Artigo em Inglês | MEDLINE | ID: mdl-37758692

RESUMO

Influenza A Virus (IAV) is a recurring respiratory virus with limited availability of antiviral therapies. Understanding host proteins essential for IAV infection can identify targets for alternative host-directed therapies (HDTs). Using affinity purification-mass spectrometry and global phosphoproteomic and protein abundance analyses using three IAV strains (pH1N1, H3N2, H5N1) in three human cell types (A549, NHBE, THP-1), we map 332 IAV-human protein-protein interactions and identify 13 IAV-modulated kinases. Whole exome sequencing of patients who experienced severe influenza reveals several genes, including scaffold protein AHNAK, with predicted loss-of-function variants that are also identified in our proteomic analyses. Of our identified host factors, 54 significantly alter IAV infection upon siRNA knockdown, and two factors, AHNAK and coatomer subunit COPB1, are also essential for productive infection by SARS-CoV-2. Finally, 16 compounds targeting our identified host factors suppress IAV replication, with two targeting CDK2 and FLT3 showing pan-antiviral activity across influenza and coronavirus families. This study provides a comprehensive network model of IAV infection in human cells, identifying functional host targets for pan-viral HDT.


Assuntos
COVID-19 , Virus da Influenza A Subtipo H5N1 , Vírus da Influenza A , Influenza Humana , Humanos , Vírus da Influenza A/genética , Influenza Humana/genética , Virus da Influenza A Subtipo H5N1/genética , Vírus da Influenza A Subtipo H3N2/metabolismo , Proteômica , Replicação Viral/genética , SARS-CoV-2 , Antivirais/metabolismo , Interações Hospedeiro-Patógeno/genética
19.
Methods ; 53(1): 3-12, 2011 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-20654720

RESUMO

Advances in the application of RNA interference (RNAi) have facilitated the establishment of systematic cell-based loss-of-function screening platforms. Widespread implementation of this technology has enabled genome-wide genetic analysis of a diverse array of cellular phenotypes, including the identification of host cell factors involved in viral replication. Four recent studies employed whole-genome RNAi technologies to elucidate cellular genes important for the replication of HIV-1. While these four genome-scale screens shared a common objective, they differ in their scope and experimental design. In this review we explore alternative strategies for developing RNAi screens, and discuss potential pitfalls of the technology. Important technical considerations include the choice of silencing reagents, experimental systems, assay readout and analysis methods. We focus on experimental and computational parameters that can impact the outcome of high-throughput genetic screens, and provide guidelines for the development of reliable cell-based RNAi screens.


Assuntos
Infecções por HIV/metabolismo , HIV-1/fisiologia , Fatores Celulares Derivados do Hospedeiro/genética , Interferência de RNA , Interpretação Estatística de Dados , Estudo de Associação Genômica Ampla , Células HEK293 , Infecções por HIV/virologia , HIV-1/genética , Ensaios de Triagem em Larga Escala , Fatores Celulares Derivados do Hospedeiro/metabolismo , Humanos , RNA Interferente Pequeno/genética , Transfecção/métodos , Replicação Viral
20.
Sci Adv ; 8(40): eabm5859, 2022 10 07.
Artigo em Inglês | MEDLINE | ID: mdl-36197970

RESUMO

Molecular responses to influenza A virus (IAV) infections vary between mammalian species. To identify conserved and species-specific molecular responses, we perform a comparative study of transcriptomic data derived from blood cells, primary epithelial cells, and lung tissues collected from IAV-infected humans, ferrets, and mice. The molecular responses in the human host have unique functions such as antigen processing that are not observed in mice or ferrets. Highly conserved gene coexpression modules across the three species are enriched for IAV infection-induced pathways including cell cycle and interferon (IFN) signaling. TDRD7 is predicted as an IFN-inducible host factor that is up-regulated upon IAV infection in the three species. TDRD7 is required for antiviral IFN response, potentially modulating IFN signaling via the JAK/STAT/IRF9 pathway. Identification of the common and species-specific molecular signatures, networks, and regulators of IAV infection provides insights into host-defense mechanisms and will facilitate the development of novel therapeutic interventions against IAV infection.


Assuntos
Doenças Transmissíveis , Vírus da Influenza A , Influenza Humana , Infecções por Orthomyxoviridae , Animais , Antivirais , Furões/metabolismo , Humanos , Vírus da Influenza A/fisiologia , Influenza Humana/genética , Interferons/metabolismo , Camundongos , Infecções por Orthomyxoviridae/genética , Ribonucleoproteínas
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