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1.
Nat Commun ; 12(1): 5757, 2021 10 01.
Artículo en Inglés | MEDLINE | ID: mdl-34599181

RESUMEN

The large amount of biomedical data derived from wearable sensors, electronic health records, and molecular profiling (e.g., genomics data) is rapidly transforming our healthcare systems. The increasing scale and scope of biomedical data not only is generating enormous opportunities for improving health outcomes but also raises new challenges ranging from data acquisition and storage to data analysis and utilization. To meet these challenges, we developed the Personal Health Dashboard (PHD), which utilizes state-of-the-art security and scalability technologies to provide an end-to-end solution for big biomedical data analytics. The PHD platform is an open-source software framework that can be easily configured and deployed to any big data health project to store, organize, and process complex biomedical data sets, support real-time data analysis at both the individual level and the cohort level, and ensure participant privacy at every step. In addition to presenting the system, we illustrate the use of the PHD framework for large-scale applications in emerging multi-omics disease studies, such as collecting and visualization of diverse data types (wearable, clinical, omics) at a personal level, investigation of insulin resistance, and an infrastructure for the detection of presymptomatic COVID-19.


Asunto(s)
Ciencia de los Datos/métodos , Sistemas de Registros Médicos Computarizados , Macrodatos , Seguridad Computacional , Análisis de Datos , Interoperabilidad de la Información en Salud , Humanos , Almacenamiento y Recuperación de la Información , Programas Informáticos
2.
Nat Microbiol ; 4(12): 2369-2382, 2019 12.
Artículo en Inglés | MEDLINE | ID: mdl-31384002

RESUMEN

Flaviviruses, including dengue virus (DENV) and Zika virus (ZIKV), cause severe human disease. Co-opting cellular factors for viral translation and viral genome replication at the endoplasmic reticulum is a shared replication strategy, despite different clinical outcomes. Although the protein products of these viruses have been studied in depth, how the RNA genomes operate inside human cells is poorly understood. Using comprehensive identification of RNA-binding proteins by mass spectrometry (ChIRP-MS), we took an RNA-centric viewpoint of flaviviral infection and identified several hundred proteins associated with both DENV and ZIKV genomic RNA in human cells. Genome-scale knockout screens assigned putative functional relevance to the RNA-protein interactions observed by ChIRP-MS. The endoplasmic-reticulum-localized RNA-binding proteins vigilin and ribosome-binding protein 1 directly bound viral RNA and each acted at distinct stages in the life cycle of flaviviruses. Thus, this versatile strategy can elucidate features of human biology that control the pathogenesis of clinically relevant viruses.


Asunto(s)
Infecciones por Flavivirus/virología , Flavivirus/genética , Flavivirus/fisiología , ARN Viral/genética , Sistemas CRISPR-Cas , Proteínas Portadoras , Línea Celular , Virus del Dengue/genética , Retículo Endoplásmico/genética , Retículo Endoplásmico/metabolismo , Flavivirus/patogenicidad , Técnicas de Inactivación de Genes , Interacciones Huésped-Patógeno/genética , Humanos , ARN Viral/metabolismo , Proteínas de Unión al ARN/genética , Replicación Viral , Virus Zika/genética
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