ArticleScientific reports2021
Hospitalization and mortality associated with SARS-CoV-2 viral clades in COVID-19.
Article in Scientific reports, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 39 papers.
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Who cites it
39 citing papers in PubMed.
- Identification of patient demographic, clinical, and SARS-CoV-2 genomic factors associated with severe COVID-19 using supervised machine learning: a retrospective multicenter study.BMC infectious diseases · 2025Article
- SARS-CoV-2 strains and clinical profiles of COVID-19 patients in a Southern Brazil hospital.Frontiers in immunology · 2024Article
- Long-Term Follow-Up of COVID-19 Convalescents-Immune Response Associated with Reinfection Rate and Symptoms.Viruses · 2023Article
- Occurrence of erythema multiforme following COVID-19 vaccination: a review.Clinical and experimental vaccine research · 2023Review
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- Drug Cocktail Formulation via Circuit Design.IEEE transactions on molecular, biological, and multi-scale communications · 2023Article
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- Article
- Machine Learning Prediction of Adenovirus D8 Conjunctivitis Complications from Viral Whole-Genome Sequence.Ophthalmology science · 2022Article
- Clinical Profiles at the Time of Diagnosis of SARS-CoV-2 Infection in Costa Rica During the Pre-vaccination Period Using a Machine Learning Approach.Phenomics (Cham, Switzerland) · 2022Article
- Genomic epidemiology and emergence of SARS-CoV-2 variants of concern in the United Arab Emirates.Scientific reports · 2022Article
- Exome-Wide Association Study Reveals Host Genetic Variants Likely Associated with the Severity of COVID-19 in Patients of European Ancestry.Life (Basel, Switzerland) · 2022Article
- Can machines learn the mutation signatures of SARS-CoV-2 and enable viral-genotype guided predictive prognosis?Journal of molecular biology · 2022Article
- Prevalence of COVID-19-associated symptoms during acute infection in relation to SARS-CoV-2-directed humoral and cellular immune responses in a mild-diseased convalescent cohort.International journal of infectious diseases : IJID : official publication of the International Society for Infectious Diseases · 2022Article
- Increased Abundance of Achromobacter xylosoxidans and Bacillus cereus in Upper Airway Transcriptionally Active Microbiome of COVID-19 Mortality Patients Indicates Role of Co-Infections in Disease Severity and Outcome.Microbiology spectrum · 2022Article
- Platelet Distribution Width and Increased D-Dimer at Admission Predicts Subsequent Development of ARDS in COVID-19 Patients.Pathophysiology : the official journal of the International Society for Pathophysiology · 2022Article
- COVID-19-associated aspergillosis in a Brazilian referral centre: Diagnosis, risk factors and outcomes.Mycoses · 2022Article
- What Is Currently Known about the Role of CXCL10 in SARS-CoV-2 Infection?International journal of molecular sciences · 2022Review
- Oral erythema multiforme after Pfizer-BioNTech COVID-19 vaccination: a report of four cases.BMC oral health · 2022Article
- Genomic characterization of SARS-CoV-2 and its association with clinical outcomes: a 1-year longitudinal study of the pandemic in Colombia.International journal of infectious diseases : IJID : official publication of the International Society for Infectious Diseases · 2022Article
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13 authors.
Funding
Abstract
The COVID-19 epidemic of 2019-20 is due to the novel coronavirus SARS-CoV-2. Following first case description in December, 2019 this virus has infected over 10 million individuals and resulted in at least 500,000 deaths world-wide. The virus is undergoing rapid mutation, with two major clades of sequence variants emerging. This study sought to determine whether SARS-CoV-2 sequence variants are associated with differing outcomes among COVID-19 patients in a single medical system. Whole genome SARS-CoV-2 RNA sequence was obtained from isolates collected from patients registered in the University of Washington Medicine health system between March 1 and April 15, 2020. Demographic and baseline clinical characteristics of patients and their outcome data including their hospitalization and death were collected. Statistical and machine learning models were applied to determine if viral genetic variants were associated with specific outcomes of hospitalization or death. Full length SARS-CoV-2 sequence was obtained 190 subjects with clinical outcome data. 35 (18.4%) were hospitalized and 14 (7.4%) died from complications of infection. A total of 289 single nucleotide variants were identified. Clustering methods demonstrated two major viral clades, which could be readily distinguished by 12 polymorphisms in 5 genes. A trend toward higher rates of hospitalization of patients with Clade 2 infections was observed (p = 0.06, Fisher's exact). Machine learning models utilizing patient demographics and co-morbidities achieved area-under-the-curve (AUC) values of 0.93 for predicting hospitalization. Addition of viral clade or sequence information did not significantly improve models for outcome prediction. In summary, SARS-CoV-2 shows substantial sequence diversity in a community-based sample. Two dominant clades of virus are in circulation. Among patients sufficiently ill to warrant testing for virus, no significant difference in outcomes of hospitalization or death could be discerned between clades in this sample. Major risk factors for hospitalization and death for either major clade of virus include patient age and comorbid conditions.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.