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1.
Cell ; 178(4): 779-794, 2019 08 08.
Artículo en Inglés | MEDLINE | ID: mdl-31398336

RESUMEN

Metagenomic sequencing is revolutionizing the detection and characterization of microbial species, and a wide variety of software tools are available to perform taxonomic classification of these data. The fast pace of development of these tools and the complexity of metagenomic data make it important that researchers are able to benchmark their performance. Here, we review current approaches for metagenomic analysis and evaluate the performance of 20 metagenomic classifiers using simulated and experimental datasets. We describe the key metrics used to assess performance, offer a framework for the comparison of additional classifiers, and discuss the future of metagenomic data analysis.


Asunto(s)
Bacterias/clasificación , Benchmarking/métodos , Hongos/clasificación , Metagenoma/genética , Metagenómica/métodos , Virus/clasificación , Bacterias/genética , Bases de Datos Genéticas , Hongos/genética , Filogenia , Reacción en Cadena de la Polimerasa , Análisis de Secuencia de ADN , Programas Informáticos , Virus/genética
2.
Cell ; 161(7): 1516-26, 2015 Jun 18.
Artículo en Inglés | MEDLINE | ID: mdl-26091036

RESUMEN

The 2013-2015 Ebola virus disease (EVD) epidemic is caused by the Makona variant of Ebola virus (EBOV). Early in the epidemic, genome sequencing provided insights into virus evolution and transmission and offered important information for outbreak response. Here, we analyze sequences from 232 patients sampled over 7 months in Sierra Leone, along with 86 previously released genomes from earlier in the epidemic. We confirm sustained human-to-human transmission within Sierra Leone and find no evidence for import or export of EBOV across national borders after its initial introduction. Using high-depth replicate sequencing, we observe both host-to-host transmission and recurrent emergence of intrahost genetic variants. We trace the increasing impact of purifying selection in suppressing the accumulation of nonsynonymous mutations over time. Finally, we note changes in the mucin-like domain of EBOV glycoprotein that merit further investigation. These findings clarify the movement of EBOV within the region and describe viral evolution during prolonged human-to-human transmission.


Asunto(s)
Ebolavirus/genética , Ebolavirus/aislamiento & purificación , Genoma Viral , Fiebre Hemorrágica Ebola/epidemiología , Fiebre Hemorrágica Ebola/virología , Mutación , Evolución Biológica , Brotes de Enfermedades , Ebolavirus/clasificación , Fiebre Hemorrágica Ebola/transmisión , Humanos , Sierra Leona/epidemiología , Manejo de Especímenes
3.
Cell ; 152(4): 703-13, 2013 Feb 14.
Artículo en Inglés | MEDLINE | ID: mdl-23415221

RESUMEN

Although several hundred regions of the human genome harbor signals of positive natural selection, few of the relevant adaptive traits and variants have been elucidated. Using full-genome sequence variation from the 1000 Genomes (1000G) Project and the composite of multiple signals (CMS) test, we investigated 412 candidate signals and leveraged functional annotation, protein structure modeling, epigenetics, and association studies to identify and extensively annotate candidate causal variants. The resulting catalog provides a tractable list for experimental follow-up; it includes 35 high-scoring nonsynonymous variants, 59 variants associated with expression levels of a nearby coding gene or lincRNA, and numerous variants associated with susceptibility to infectious disease and other phenotypes. We experimentally characterized one candidate nonsynonymous variant in Toll-like receptor 5 (TLR5) and show that it leads to altered NF-κB signaling in response to bacterial flagellin. PAPERFLICK:


Asunto(s)
Técnicas Genéticas , Genoma Humano , Estudio de Asociación del Genoma Completo , Mutación , Animales , Bacterias/metabolismo , Flagelina/metabolismo , Proyecto Mapa de Haplotipos , Humanos , FN-kappa B/metabolismo , Sitios de Carácter Cuantitativo , Elementos Reguladores de la Transcripción , Transducción de Señal , Receptor Toll-Like 5/genética , Receptor Toll-Like 5/metabolismo
4.
PLoS Biol ; 21(6): e3002151, 2023 06.
Artículo en Inglés | MEDLINE | ID: mdl-37310918

RESUMEN

The 2022 multicountry mpox outbreak concurrent with the ongoing Coronavirus Disease 2019 (COVID-19) pandemic further highlighted the need for genomic surveillance and rapid pathogen whole-genome sequencing. While metagenomic sequencing approaches have been used to sequence many of the early mpox infections, these methods are resource intensive and require samples with high viral DNA concentrations. Given the atypical clinical presentation of cases associated with the outbreak and uncertainty regarding viral load across both the course of infection and anatomical body sites, there was an urgent need for a more sensitive and broadly applicable sequencing approach. Highly multiplexed amplicon-based sequencing (PrimalSeq) was initially developed for sequencing of Zika virus, and later adapted as the main sequencing approach for Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2). Here, we used PrimalScheme to develop a primer scheme for human monkeypox virus that can be used with many sequencing and bioinformatics pipelines implemented in public health laboratories during the COVID-19 pandemic. We sequenced clinical specimens that tested presumptively positive for human monkeypox virus with amplicon-based and metagenomic sequencing approaches. We found notably higher genome coverage across the virus genome, with minimal amplicon drop-outs, in using the amplicon-based sequencing approach, particularly in higher PCR cycle threshold (Ct) (lower DNA titer) samples. Further testing demonstrated that Ct value correlated with the number of sequencing reads and influenced the percent genome coverage. To maximize genome coverage when resources are limited, we recommend selecting samples with a PCR Ct below 31 Ct and generating 1 million sequencing reads per sample. To support national and international public health genomic surveillance efforts, we sent out primer pool aliquots to 10 laboratories across the United States, United Kingdom, Brazil, and Portugal. These public health laboratories successfully implemented the human monkeypox virus primer scheme in various amplicon sequencing workflows and with different sample types across a range of Ct values. Thus, we show that amplicon-based sequencing can provide a rapidly deployable, cost-effective, and flexible approach to pathogen whole-genome sequencing in response to newly emerging pathogens. Importantly, through the implementation of our primer scheme into existing SARS-CoV-2 workflows and across a range of sample types and sequencing platforms, we further demonstrate the potential of this approach for rapid outbreak response.


Asunto(s)
COVID-19 , Mpox , Infección por el Virus Zika , Virus Zika , Humanos , COVID-19/epidemiología , Pandemias , SARS-CoV-2/genética , Genómica
5.
Magn Reson Med ; 91(2): 541-557, 2024 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-37753621

RESUMEN

PURPOSE: To investigate whether spatiotemporal magnetic field monitoring can correct pronounced eddy current-induced artifacts incurred by strong diffusion-sensitizing gradients up to 300 mT/m used in high b-value diffusion-weighted (DW) EPI. METHODS: A dynamic field camera equipped with 16 1 H NMR field probes was first used to characterize field perturbations caused by residual eddy currents from diffusion gradients waveforms in a 3D multi-shot EPI sequence on a 3T Connectom scanner for different gradient strengths (up to 300 mT/m), diffusion directions, and shots. The efficacy of dynamic field monitoring-based image reconstruction was demonstrated on high-gradient strength, submillimeter resolution whole-brain ex vivo diffusion MRI. A 3D multi-shot image reconstruction framework was developed that incorporated the nonlinear phase evolution measured with the dynamic field camera. RESULTS: Phase perturbations in the readout induced by residual eddy currents from strong diffusion gradients are highly nonlinear in space and time, vary among diffusion directions, and interfere significantly with the image encoding gradients, changing the k-space trajectory. During the readout, phase modulations between odd and even EPI echoes become non-static and diffusion encoding direction-dependent. Superior reduction of ghosting and geometric distortion was achieved with dynamic field monitoring compared to ghosting reduction approaches such as navigator- and structured low-rank-based methods or MUSE followed by image-based distortion correction with the FSL tool "eddy." CONCLUSION: Strong eddy current artifacts characteristic of high-gradient strength DW-EPI can be well corrected with dynamic field monitoring-based image reconstruction.


Asunto(s)
Artefactos , Procesamiento de Imagen Asistido por Computador , Humanos , Procesamiento de Imagen Asistido por Computador/métodos , Imagen de Difusión por Resonancia Magnética/métodos , Encéfalo/diagnóstico por imagen , Imagenología Tridimensional/métodos , Imagen Eco-Planar/métodos
6.
PLoS Biol ; 18(2): e3000611, 2020 02.
Artículo en Inglés | MEDLINE | ID: mdl-32045407

RESUMEN

Unusually large outbreaks of mumps across the United States in 2016 and 2017 raised questions about the extent of mumps circulation and the relationship between these and prior outbreaks. We paired epidemiological data from public health investigations with analysis of mumps virus whole genome sequences from 201 infected individuals, focusing on Massachusetts university communities. Our analysis suggests continuous, undetected circulation of mumps locally and nationally, including multiple independent introductions into Massachusetts and into individual communities. Despite the presence of these multiple mumps virus lineages, the genomic data show that one lineage has dominated in the US since at least 2006. Widespread transmission was surprising given high vaccination rates, but we found no genetic evidence that variants arising during this outbreak contributed to vaccine escape. Viral genomic data allowed us to reconstruct mumps transmission links not evident from epidemiological data or standard single-gene surveillance efforts and also revealed connections between apparently unrelated mumps outbreaks.


Asunto(s)
Brotes de Enfermedades , Genoma Viral/genética , Virus de la Parotiditis/genética , Paperas/epidemiología , Paperas/transmisión , Genotipo , Humanos , Epidemiología Molecular , Paperas/virología , Virus de la Parotiditis/clasificación , Mutación , Filogenia , Análisis de Secuencia de ADN , Estados Unidos/epidemiología , Vacunación/estadística & datos numéricos , Proteínas Virales/genética
7.
Nature ; 544(7650): 309-315, 2017 04 20.
Artículo en Inglés | MEDLINE | ID: mdl-28405027

RESUMEN

The 2013-2016 West African epidemic caused by the Ebola virus was of unprecedented magnitude, duration and impact. Here we reconstruct the dispersal, proliferation and decline of Ebola virus throughout the region by analysing 1,610 Ebola virus genomes, which represent over 5% of the known cases. We test the association of geography, climate and demography with viral movement among administrative regions, inferring a classic 'gravity' model, with intense dispersal between larger and closer populations. Despite attenuation of international dispersal after border closures, cross-border transmission had already sown the seeds for an international epidemic, rendering these measures ineffective at curbing the epidemic. We address why the epidemic did not spread into neighbouring countries, showing that these countries were susceptible to substantial outbreaks but at lower risk of introductions. Finally, we reveal that this large epidemic was a heterogeneous and spatially dissociated collection of transmission clusters of varying size, duration and connectivity. These insights will help to inform interventions in future epidemics.


Asunto(s)
Ebolavirus/genética , Ebolavirus/fisiología , Genoma Viral/genética , Fiebre Hemorrágica Ebola/transmisión , Fiebre Hemorrágica Ebola/virología , Clima , Brotes de Enfermedades/estadística & datos numéricos , Ebolavirus/aislamiento & purificación , Geografía , Fiebre Hemorrágica Ebola/epidemiología , Humanos , Internacionalidad , Modelos Lineales , Epidemiología Molecular , Filogenia , Viaje/legislación & jurisprudencia , Viaje/estadística & datos numéricos
8.
Nature ; 546(7658): 401-405, 2017 06 15.
Artículo en Inglés | MEDLINE | ID: mdl-28538723

RESUMEN

Zika virus (ZIKV) is causing an unprecedented epidemic linked to severe congenital abnormalities. In July 2016, mosquito-borne ZIKV transmission was reported in the continental United States; since then, hundreds of locally acquired infections have been reported in Florida. To gain insights into the timing, source, and likely route(s) of ZIKV introduction, we tracked the virus from its first detection in Florida by sequencing ZIKV genomes from infected patients and Aedes aegypti mosquitoes. We show that at least 4 introductions, but potentially as many as 40, contributed to the outbreak in Florida and that local transmission is likely to have started in the spring of 2016-several months before its initial detection. By analysing surveillance and genetic data, we show that ZIKV moved among transmission zones in Miami. Our analyses show that most introductions were linked to the Caribbean, a finding corroborated by the high incidence rates and traffic volumes from the region into the Miami area. Our study provides an understanding of how ZIKV initiates transmission in new regions.


Asunto(s)
Infección por el Virus Zika/epidemiología , Infección por el Virus Zika/virología , Virus Zika/genética , Aedes/virología , Animales , Región del Caribe/epidemiología , Brotes de Enfermedades/estadística & datos numéricos , Femenino , Florida/epidemiología , Genoma Viral/genética , Humanos , Incidencia , Epidemiología Molecular , Mosquitos Vectores/virología , Virus Zika/aislamiento & purificación , Infección por el Virus Zika/transmisión
9.
Nature ; 546(7658): 411-415, 2017 06 15.
Artículo en Inglés | MEDLINE | ID: mdl-28538734

RESUMEN

Although the recent Zika virus (ZIKV) epidemic in the Americas and its link to birth defects have attracted a great deal of attention, much remains unknown about ZIKV disease epidemiology and ZIKV evolution, in part owing to a lack of genomic data. Here we address this gap in knowledge by using multiple sequencing approaches to generate 110 ZIKV genomes from clinical and mosquito samples from 10 countries and territories, greatly expanding the observed viral genetic diversity from this outbreak. We analysed the timing and patterns of introductions into distinct geographic regions; our phylogenetic evidence suggests rapid expansion of the outbreak in Brazil and multiple introductions of outbreak strains into Puerto Rico, Honduras, Colombia, other Caribbean islands, and the continental United States. We find that ZIKV circulated undetected in multiple regions for many months before the first locally transmitted cases were confirmed, highlighting the importance of surveillance of viral infections. We identify mutations with possible functional implications for ZIKV biology and pathogenesis, as well as those that might be relevant to the effectiveness of diagnostic tests.


Asunto(s)
Filogenia , Infección por el Virus Zika/transmisión , Infección por el Virus Zika/virología , Virus Zika/genética , Virus Zika/aislamiento & purificación , Animales , Brasil/epidemiología , Colombia/epidemiología , Culicidae/virología , Brotes de Enfermedades/estadística & datos numéricos , Genoma Viral/genética , Mapeo Geográfico , Honduras/epidemiología , Humanos , Metagenoma/genética , Epidemiología Molecular , Mosquitos Vectores/virología , Mutación , Vigilancia en Salud Pública , Puerto Rico/epidemiología , Estados Unidos/epidemiología , Virus Zika/clasificación , Virus Zika/patogenicidad , Infección por el Virus Zika/diagnóstico , Infección por el Virus Zika/epidemiología
10.
Muscle Nerve ; 66(2): 206-211, 2022 08.
Artículo en Inglés | MEDLINE | ID: mdl-35621349

RESUMEN

INTRODUCTION/AIMS: Magnetic resonance imaging (MRI) of peripheral nerves can provide image-based anatomical information and quantitative measurement. The aim of this pilot study was to investigate the feasibility of high-resolution anatomical and quantitative MRI assessment of sciatic nerve fascicles in patients with Charcot-Marie-Tooth (CMT) 1A using 7T field strength. METHODS: Six patients with CMT1A underwent imaging on a high-gradient 7T MRI scanner using a 28-channel knee coil. Two high-resolution axial images were simultaneously acquired using a quantitative double-echo in steady-state (DESS) sequence. By comparing the two DESS echoes, T2 and apparent diffusion coefficient (ADC) maps were calculated. The cross-sectional areas and mean T2 and ADC were measured in individual fascicles of the tibial and fibular (peroneal) portions of the sciatic nerve at its bifurcation and 10 mm distally. Disease severity was measured using Charcot-Marie-Tooth Examination Score (CMTES) version 2 and compared to imaging findings. RESULTS: We demonstrated the feasibility of 7T MRI of the proximal sciatic nerve in patients with CMT1A. Using the higher field, it was possible to measure individual bundles in the tibial and fibular divisions of the sciatic nerve. There was no apparent correlation between diffusion measures and disease severity in this small cohort. DISCUSSION: This pilot study indicated that high-resolution MRI that allows for combined anatomical and quantitative imaging in one scan is feasible at 7T field strengths and can be used to investigate the microstructure of individual nerve fascicles.


Asunto(s)
Enfermedad de Charcot-Marie-Tooth , Enfermedad de Charcot-Marie-Tooth/diagnóstico por imagen , Enfermedad de Charcot-Marie-Tooth/patología , Estudios de Factibilidad , Humanos , Imagen por Resonancia Magnética/métodos , Proyectos Piloto , Nervio Ciático/diagnóstico por imagen , Nervio Ciático/patología
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