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Investigation of target sequencing of SARS-CoV-2 and immunogenic GWAS profiling in host cells of COVID-19 in Vietnam

Authors :
Tham H, Hoang
Giang M, Vu
Mai H, Tran
Trang T H, Tran
Quang D, Le
Khanh V, Tran
Tue T, Nguyen
Lan T N, Nguyen
Thinh H, Tran
Van T, Ta
Nam S, Vo
Source :
BMC Infectious Diseases. 22
Publication Year :
2022
Publisher :
Springer Science and Business Media LLC, 2022.

Abstract

Background A global pandemic has been declared for coronavirus disease 2019 (COVID-19), which has serious impacts on human health and healthcare systems in the affected areas, including Vietnam. None of the previous studies have a framework to provide summary statistics of the virus variants and assess the severity associated with virus proteins and host cells in COVID-19 patients in Vietnam. Method In this paper, we comprehensively investigated SARS-CoV-2 variants and immune responses in COVID-19 patients. We provided summary statistics of target sequences of SARS-CoV-2 in Vietnam and other countries for data scientists to use in downstream analysis for therapeutic targets. For host cells, we proposed a predictive model of the severity of COVID-19 based on public datasets of hospitalization status in Vietnam, incorporating a polygenic risk score. This score uses immunogenic SNP biomarkers as indicators of COVID-19 severity. Result We identified that the Delta variant of SARS-CoV-2 is most prevalent in southern areas of Vietnam and it is different from other areas in the world using various data sources. Our predictive models of COVID-19 severity had high accuracy (Random Forest AUC = 0.81, Elastic Net AUC = 0.7, and SVM AUC = 0.69) and showed that the use of polygenic risk scores increased the models’ predictive capabilities. Conclusion We provided a comprehensive analysis for COVID-19 severity in Vietnam. This investigation is not only helpful for COVID-19 treatment in therapeutic target studies, but also could influence further research on the disease progression and personalized clinical outcomes.

Details

ISSN :
14712334
Volume :
22
Database :
OpenAIRE
Journal :
BMC Infectious Diseases
Accession number :
edsair.doi.dedup.....ab26068ecb419963d39077a5e56e3f14
Full Text :
https://doi.org/10.1186/s12879-022-07415-1