Proceedings of the National Academy of Sciences · 2020 · 248 citations · 24 references
EngineeringViral DiagnosticsViral PathogenesisImmunologyCovid-19 EpidemiologyViral Structural ProteinCovid-19Viral EvolutionSpike GlycoproteinPublic HealthMolecular DiagnosticsVirologyBioinformaticsGenomic DeterminantsSevere Human PathogensPathogenesisEmergent VirusSystems BiologyMedicine
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) poses an immediate, major threat to public health across the globe. Here we report an in-depth molecular analysis to reconstruct the evolutionary origins of the enhanced pathogenicity of SARS-CoV-2 and other coronaviruses that are severe human pathogens. Using integrated comparative genomics and machine learning techniques, we identify key genomic features that differentiate SARS-CoV-2 and the viruses behind the two previous deadly coronavirus outbreaks, SARS-CoV and Middle East respiratory syndrome coronavirus (MERS-CoV), from less pathogenic coronaviruses. These features include enhancement of the nuclear localization signals in the nucleocapsid protein and distinct inserts in the spike glycoprotein that appear to be associated with high case fatality rate of these coronaviruses as well as the host switch from animals to humans. The identified features could be crucial contributors to coronavirus pathogenicity and possible targets for diagnostics, prognostication, and interventions.
24
Scikit-learn: Machine Learning in Python
Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.3K citations · Full text
Helen M. Berman · Nucleic Acids Research · 2000 · 38.9K citations
Biological Database, Biochemistry, Structural Bioinformatics +12
FastTree 2 – Approximately Maximum-Likelihood Trees for Large Alignments
Morgan N. Price, Paramvir Dehal, Adam P. Arkin · PLoS ONE · 2010 · 15.1K citations · Full text
Cryo-EM structure of the 2019-nCoV spike in the prefusion conformation
Daniel Wrapp, Nianshuang Wang, Kizzmekia S. Corbett et al. · Science · 2020 · 9.7K citations · Full text