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1.
Cell ; 183(5): 1383-1401.e19, 2020 11 25.
Artículo en Inglés | MEDLINE | ID: mdl-33159858

RESUMEN

Ebola virus (EBOV) causes epidemics with high mortality yet remains understudied due to the challenge of experimentation in high-containment and outbreak settings. Here, we used single-cell transcriptomics and CyTOF-based single-cell protein quantification to characterize peripheral immune cells during EBOV infection in rhesus monkeys. We obtained 100,000 transcriptomes and 15,000,000 protein profiles, finding that immature, proliferative monocyte-lineage cells with reduced antigen-presentation capacity replace conventional monocyte subsets, while lymphocytes upregulate apoptosis genes and decline in abundance. By quantifying intracellular viral RNA, we identify molecular determinants of tropism among circulating immune cells and examine temporal dynamics in viral and host gene expression. Within infected cells, EBOV downregulates STAT1 mRNA and interferon signaling, and it upregulates putative pro-viral genes (e.g., DYNLL1 and HSPA5), nominating pathways the virus manipulates for its replication. This study sheds light on EBOV tropism, replication dynamics, and elicited immune response and provides a framework for characterizing host-virus interactions under maximum containment.


Asunto(s)
Ebolavirus/fisiología , Fiebre Hemorrágica Ebola/genética , Fiebre Hemorrágica Ebola/virología , Interacciones Huésped-Patógeno/genética , Análisis de la Célula Individual , Animales , Antígenos CD/metabolismo , Biomarcadores/metabolismo , Efecto Espectador , Diferenciación Celular , Proliferación Celular , Citocinas/metabolismo , Ebolavirus/genética , Chaperón BiP del Retículo Endoplásmico , Perfilación de la Expresión Génica , Regulación de la Expresión Génica , Regulación Viral de la Expresión Génica , Fiebre Hemorrágica Ebola/inmunología , Fiebre Hemorrágica Ebola/patología , Antígenos de Histocompatibilidad Clase II/metabolismo , Interferones/genética , Interferones/metabolismo , Macaca mulatta , Macrófagos/metabolismo , Monocitos/metabolismo , Mielopoyesis , ARN Mensajero/genética , ARN Mensajero/metabolismo , Factores de Tiempo , Transcriptoma/genética
2.
Cell ; 162(4): 738-50, 2015 Aug 13.
Artículo en Inglés | MEDLINE | ID: mdl-26276630

RESUMEN

The 2013-2015 West African epidemic of Ebola virus disease (EVD) reminds us of how little is known about biosafety level 4 viruses. Like Ebola virus, Lassa virus (LASV) can cause hemorrhagic fever with high case fatality rates. We generated a genomic catalog of almost 200 LASV sequences from clinical and rodent reservoir samples. We show that whereas the 2013-2015 EVD epidemic is fueled by human-to-human transmissions, LASV infections mainly result from reservoir-to-human infections. We elucidated the spread of LASV across West Africa and show that this migration was accompanied by changes in LASV genome abundance, fatality rates, codon adaptation, and translational efficiency. By investigating intrahost evolution, we found that mutations accumulate in epitopes of viral surface proteins, suggesting selection for immune escape. This catalog will serve as a foundation for the development of vaccines and diagnostics. VIDEO ABSTRACT.


Asunto(s)
Genoma Viral , Fiebre de Lassa/virología , Virus Lassa/genética , ARN Viral/genética , África Occidental/epidemiología , Animales , Evolución Biológica , Reservorios de Enfermedades , Ebolavirus/genética , Variación Genética , Glicoproteínas/genética , Fiebre Hemorrágica Ebola/virología , Humanos , Fiebre de Lassa/epidemiología , Fiebre de Lassa/transmisión , Virus Lassa/clasificación , Virus Lassa/fisiología , Murinae/genética , Mutación , Nigeria/epidemiología , Proteínas Virales/genética , Zoonosis/epidemiología , Zoonosis/virología
3.
Clin Infect Dis ; 68(8): 1388-1393, 2019 04 08.
Artículo en Inglés | MEDLINE | ID: mdl-30107392

RESUMEN

BACKGROUND: Clinical sequelae of Ebola virus disease (EVD) have not been described more than 3 years postoutbreak. We examined survivors and close contacts from the 1995 Ebola outbreak in Kikwit, Democratic Republic of Congo (DRC), and determined prevalence of abnormal neurological, cognitive, and psychological findings and their association with EVD survivorship. METHODS: From August to September 2017, we conducted a cross-sectional study in Kikwit, DRC. Over 2 decades after the EVD outbreak, we recruited EVD survivors and close contacts from the outbreak to undergo physical examination and culturally adapted versions of the Folstein mini-mental status exam (MMSE) and Goldberg anxiety and depression scale (GADS). We estimated the strength of relationships between EVD survivorship and health outcomes using linear regression models by comparing survivors versus close contacts, adjusting for age, sex, educational level, marital status, and healthcare worker status. RESULTS: We enrolled 20 EVD survivors and 187 close contacts. Among the 20 EVD survivors, 4 (20%) reported at least 1 abnormal neurological symptom, and 3 (15%) had an abnormal neurological examination. Among the 187 close contacts, 14 (11%) reported at least 1 abnormal neurologic symptom, and 9 (5%) had an abnormal neurological examination. EVD survivors had lower mean MMSE and higher mean GADS scores as compared to close contacts (MMSE: adjusted coefficient: -1.85; 95% confidence interval [CI]: -3.63, -0.07; GADS: adjusted coefficient: 3.91; 95% CI: 1.76, 6.04). CONCLUSIONS: EVD survivors can have lower cognitive scores and more symptoms of depression and anxiety than close contacts more than 2 decades after Ebola virus outbreaks.


Asunto(s)
Fiebre Hemorrágica Ebola/fisiopatología , Fiebre Hemorrágica Ebola/psicología , Ansiedad , Cognición , Estudios Transversales , República Democrática del Congo/epidemiología , Depresión , Brotes de Enfermedades , Femenino , Fiebre Hemorrágica Ebola/epidemiología , Humanos , Masculino , Pruebas de Estado Mental y Demencia , Persona de Mediana Edad , Sobrevivientes
4.
J Virol ; 86(5): 2632-40, 2012 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-22205744

RESUMEN

Orthopoxviruses include the prototypical vaccinia virus, the emerging infectious agent monkeypox virus, and the potential biothreat variola virus (the causative agent of smallpox). There is currently no FDA-approved drug for humans infected with orthopoxviruses. We screened a diversity-oriented synthesis library for new scaffolds with activity against vaccinia virus. This screen identified a nonnucleoside analog that blocked postreplicative intermediate and late gene expression. Viral genome replication was unaffected, and inhibition could be elicited late in infection and persisted upon drug removal. Sequencing of drug-resistant viruses revealed mutations predicted to be on the periphery of the highly conserved viral RNA polymerase large subunit. Consistent with this, the compound had broad-spectrum activity against orthopoxviruses in vitro. These findings indicate that novel chemical synthesis approaches are a potential source for new infectious disease therapeutics and identify a potentially promising candidate for development to treat orthopoxvirus-infected individuals.


Asunto(s)
Antivirales/farmacología , Evaluación Preclínica de Medicamentos , Orthopoxvirus/efectos de los fármacos , Pirimidinonas/farmacología , Bibliotecas de Moléculas Pequeñas/farmacología , Animales , Antivirales/síntesis química , Antivirales/química , Línea Celular , Humanos , Estructura Molecular , Orthopoxvirus/genética , Orthopoxvirus/fisiología , Infecciones por Poxviridae/virología , Pirimidinonas/síntesis química , Pirimidinonas/química , Bibliotecas de Moléculas Pequeñas/síntesis química , Replicación Viral
5.
Bioinformatics ; 28(18): 2400-1, 2012 Sep 15.
Artículo en Inglés | MEDLINE | ID: mdl-22782546

RESUMEN

MOTIVATION: Recent advances in flow cytometry enable simultaneous single-cell measurement of 30+ surface and intracellular proteins. CytoSPADE is a high-performance implementation of an interface for the Spanning-tree Progression Analysis of Density-normalized Events algorithm for tree-based analysis and visualization of this high-dimensional cytometry data. AVAILABILITY: Source code and binaries are freely available at http://cytospade.org and via Bioconductor version 2.10 onwards for Linux, OSX and Windows. CytoSPADE is implemented in R, C++ and Java. CONTACT: michael.linderman@mssm.edu SUPPLEMENTARY INFORMATION: Additional documentation available at http://cytospade.org.


Asunto(s)
Algoritmos , Citometría de Flujo/métodos , Programas Informáticos , Gráficos por Computador
6.
Cell Host Microbe ; 29(12): 1828-1837.e5, 2021 12 08.
Artículo en Inglés | MEDLINE | ID: mdl-34784508

RESUMEN

Developing new influenza vaccines with improved performance and easier administration routes hinges on defining correlates of protection. Vaccine-elicited cellular correlates of protection for influenza in humans have not yet been demonstrated. A phase-2 double-blind randomized placebo and active (inactivated influenza vaccine) controlled study provides evidence that a human-adenovirus-5-based oral influenza vaccine tablet (VXA-A1.1) can protect from H1N1 virus challenge in humans. Mass cytometry characterization of vaccine-elicited cellular immune responses identified shared and vaccine-type-specific responses across B and T cells. For VXA-A1.1, the abundance of hemagglutinin-specific plasmablasts and plasmablasts positive for integrin α4ß7, phosphorylated STAT5, or lacking expression of CD62L at day 8 were significantly correlated with protection from developing viral shedding following virus challenge at day 90 and contributed to an effective machine learning model of protection. These findings reveal the characteristics of vaccine-elicited cellular correlates of protection for an oral influenza vaccine.


Asunto(s)
Inmunidad , Vacunas contra la Influenza/inmunología , Gripe Humana/inmunología , Vacunación , Método Doble Ciego , Humanos , Inmunidad Celular , Inmunización , Subtipo H1N1 del Virus de la Influenza A , Virus de la Influenza A , Gripe Humana/prevención & control , Selectina L/metabolismo , Factor de Transcripción STAT5/metabolismo , Linfocitos T , Vacunas de Productos Inactivados/inmunología , Esparcimiento de Virus
7.
Nat Neurosci ; 21(4): 541-551, 2018 04.
Artículo en Inglés | MEDLINE | ID: mdl-29507414

RESUMEN

Neuroinflammation and neurodegeneration may represent two poles of brain pathology. Brain myeloid cells, particularly microglia, play key roles in these conditions. We employed single-cell mass cytometry (CyTOF) to compare myeloid cell populations in the experimental autoimmune encephalomyelitis (EAE) model of multiple sclerosis, the R6/2 model of Huntington's disease (HD) and the mutant superoxide dismutase 1 (mSOD1) model of amyotrophic lateral sclerosis (ALS). We identified three myeloid cell populations exclusive to the CNS and present in each disease model. Blood-derived monocytes comprised five populations and migrated to the brain in EAE, but not in HD and ALS models. Single-cell analysis resolved differences in signaling and cytokine production within similar myeloid populations in EAE compared to HD and ALS models. Moreover, these analyses highlighted α5 integrin on myeloid cells as a potential therapeutic target for neuroinflammation. Together, these findings illustrate how neuropathology may differ between inflammatory and degenerative brain disease.


Asunto(s)
Esclerosis Amiotrófica Lateral/patología , Encéfalo/patología , Citocinas/metabolismo , Encefalomielitis Autoinmune Experimental/patología , Enfermedad de Huntington/patología , Péptidos y Proteínas de Señalización Intracelular/metabolismo , Células Mieloides/patología , Animales , Proteína de Unión a CREB/metabolismo , Receptor 1 de Quimiocinas CX3C/genética , Receptor 1 de Quimiocinas CX3C/metabolismo , Modelos Animales de Enfermedad , Proteína Huntingtina/genética , Enfermedad de Huntington/genética , Proteínas Luminiscentes/genética , Proteínas Luminiscentes/metabolismo , Ratones , Ratones Endogámicos C57BL , Ratones Mutantes , Ratones Transgénicos , Monocitos , Mutación/genética , Células Mieloides/metabolismo , Análisis de la Célula Individual/métodos , Superóxido Dismutasa-1/genética
8.
Nat Protoc ; 11(7): 1264-79, 2016 07.
Artículo en Inglés | MEDLINE | ID: mdl-27310265

RESUMEN

High-throughput single-cell technologies provide an unprecedented view into cellular heterogeneity, yet they pose new challenges in data analysis and interpretation. In this protocol, we describe the use of Spanning-tree Progression Analysis of Density-normalized Events (SPADE), a density-based algorithm for visualizing single-cell data and enabling cellular hierarchy inference among subpopulations of similar cells. It was initially developed for flow and mass cytometry single-cell data. We describe SPADE's implementation and application using an open-source R package that runs on Mac OS X, Linux and Windows systems. A typical SPADE analysis on a 2.27-GHz processor laptop takes ∼5 min. We demonstrate the applicability of SPADE to single-cell RNA-seq data. We compare SPADE with recently developed single-cell visualization approaches based on the t-distribution stochastic neighborhood embedding (t-SNE) algorithm. We contrast the implementation and outputs of these methods for normal and malignant hematopoietic cells analyzed by mass cytometry and provide recommendations for appropriate use. Finally, we provide an integrative strategy that combines the strengths of t-SNE and SPADE to infer cellular hierarchy from high-dimensional single-cell data.


Asunto(s)
Algoritmos , Espectrometría de Masas/métodos , Análisis de Secuencia de ARN/métodos , Análisis de la Célula Individual/métodos , Programas Informáticos , Animales , Antígenos CD/análisis , Neoplasias Hematológicas/química , Neoplasias Hematológicas/patología , Células Madre Hematopoyéticas/química , Células Madre Hematopoyéticas/patología , Ensayos Analíticos de Alto Rendimiento/métodos , Humanos , Ratones , Procesos Estocásticos
9.
Cancer Discov ; 5(9): 988-1003, 2015 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-26091827

RESUMEN

UNLABELLED: Acute myeloid leukemia (AML) is characterized by a high relapse rate that has been attributed to the quiescence of leukemia stem cells (LSC), which renders them resistant to chemotherapy. However, this hypothesis is largely supported by indirect evidence and fails to explain the large differences in relapse rates across AML subtypes. To address this, bone marrow aspirates from 41 AML patients and five healthy donors were analyzed by high-dimensional mass cytometry. All patients displayed immunophenotypic and intracellular signaling abnormalities within CD34(+)CD38(lo) populations, and several karyotype- and genotype-specific surface marker patterns were identified. The immunophenotypic stem and early progenitor cell populations from patients with clinically favorable core-binding factor AML demonstrated a 5-fold higher fraction of cells in S-phase compared with other AML samples. Conversely, LSCs in less clinically favorable FLT3-ITD AML exhibited dramatic reductions in S-phase fraction. Mass cytometry also allowed direct observation of the in vivo effects of cytotoxic chemotherapy. SIGNIFICANCE: The mechanisms underlying differences in relapse rates across AML subtypes are poorly understood. This study suggests that known chemotherapy sensitivities of common AML subsets are mediated by cell-cycle differences among LSCs and provides a basis for using in vivo functional characterization of AML cells to inform therapy selection.


Asunto(s)
Ciclo Celular , Leucemia Mieloide Aguda/metabolismo , Fenotipo , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapéutico , Biomarcadores , Células de la Médula Ósea/metabolismo , Examen de la Médula Ósea , Ciclo Celular/genética , Análisis por Conglomerados , Citometría de Flujo , Genotipo , Humanos , Inmunofenotipificación , Cariotipo , Leucemia Mieloide Aguda/diagnóstico , Leucemia Mieloide Aguda/tratamiento farmacológico , Leucemia Mieloide Aguda/genética , Células Madre Neoplásicas/metabolismo , Células Madre Neoplásicas/patología , Reproducibilidad de los Resultados , Resultado del Tratamiento
10.
Nat Protoc ; 10(2): 316-33, 2015 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-25612231

RESUMEN

Mass-tag cell barcoding (MCB) labels individual cell samples with unique combinatorial barcodes, after which they are pooled for processing and measurement as a single multiplexed sample. The MCB method eliminates variability between samples in antibody staining and instrument sensitivity, reduces antibody consumption and shortens instrument measurement time. Here we present an optimized MCB protocol. The use of palladium-based labeling reagents expands the number of measurement channels available for mass cytometry and reduces interference with lanthanide-based antibody measurement. An error-detecting combinatorial barcoding scheme allows cell doublets to be identified and removed from the analysis. A debarcoding algorithm that is single cell-based rather than population-based improves the accuracy and efficiency of sample deconvolution. This debarcoding algorithm has been packaged into software that allows rapid and unbiased sample deconvolution. The MCB procedure takes 3-4 h, not including sample acquisition time of ∼1 h per million cells.


Asunto(s)
Algoritmos , Citometría de Flujo/métodos , Paladio , Análisis de la Célula Individual/métodos , Programas Informáticos , Coloración y Etiquetado/métodos
11.
Curr Opin Immunol ; 25(4): 484-94, 2013 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-23999316

RESUMEN

Mass cytometry facilitates high-dimensional, quantitative analysis of the effects of bioactive molecules on cell populations at single-cell resolution. Datasets are generated with panels of up to 45 antibodies. Each antibody is conjugated to a polymer chelated with a stable metal isotope, usually in the lanthanide series of the periodic table. Antibody panels recognize surface markers to delineate cell types simultaneously with intracellular signaling molecules to measure biological functions, such as metabolism, survival, DNA damage, cell cycle and apoptosis, to provide an overall determination of the network state of an individual cell. This review will cover the basics of mass cytometry as well as outline assays developed for the platform that enhance the immunologist's analytical arsenal.


Asunto(s)
Citometría de Flujo/métodos , Sistema Inmunológico , Ciclo Celular , Supervivencia Celular , Humanos , Proteómica
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