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Variants in SARS-CoV-2 associated with mild or severe outcome
Authors:Jameson D Voss  Martin Skarzynski  Erin M McAuley  Ezekiel J Maier  Thomas Gibbons  Anthony C Fries  Richard R Chapleau
Affiliation:1. US Air Force Medical Readiness Agency, Falls Church, VA 22042, USA;2. Booz Allen Hamilton, Bethesda, MD 20814, USA;3. 59th Medical Wing, Joint Base San Antonio, TX 78234, USA;4. Public Health and Preventive Medicine Department, US Air Force School of Aerospace Medicine, Wright Patterson AFB, OH 45433, USA
Abstract:IntroductionThe coronavirus disease 2019 (COVID-19) pandemic is a global public health emergency causing a disparate burden of death and disability around the world. The viral genetic variants associated with outcome severity are still being discovered.MethodsWe downloaded 155 958 severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) genomes from GISAID. Of these genomes, 3637 samples included useable metadata on patient outcomes. Using this subset, we evaluated whether SARS-CoV-2 viral genomic variants improved prediction of reported severity beyond age and region. First, we established whether including genomic variants as model features meaningfully increased the predictive power of our model. Next, we evaluated specific variants in order to determine the magnitude of association with severity and the frequency of these variants among SARS-CoV-2 genomes.ResultsLogistic regression models that included viral genomic variants outperformed other models (area under the curve = 0.91 as compared with 0.68 for age and gender alone; P < 0.001). We found 84 variants with odds ratios greater than 2 for outcome severity (17 and 67 for higher and lower severity, respectively). The median frequency of associated variants was 0.15% (interquartile range 0.09–0.45%). Altogether 85% of genomes had at least one variant associated with patient outcome.ConclusionNumerous SARS-CoV-2 variants have 2-fold or greater association with odds of mild or severe outcome and collectively, these variants are common. In addition to comprehensive mitigation efforts, public health measures should be prioritized to control the more severe manifestations of COVID-19 and the transmission chains linked to these severe cases. Lay summary: This study explores which, if any, SARS-CoV-2 viral genomic variants are associated with mild or severe COVID-19 patient outcomes. Our results suggest that there are common genomic variants in SARS-CoV-2 that are more often associated with negative patient outcomes, which may impact downstream public health measures.
Keywords:molecular epidemiology   epidemiologic surveillance   virulence   communicable disease control   COVID-19   SARS-CoV-2   human
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