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Investigation of target sequencing of SARS-CoV-2 and immunogenic GWAS profiling in host cells of COVID-19 in Vietnam.
Hoang, Tham H; Vu, Giang M; Tran, Mai H; Tran, Trang T H; Le, Quang D; Tran, Khanh V; Nguyen, Tue T; Nguyen, Lan T N; Tran, Thinh H; Ta, Van T; Vo, Nam S.
Afiliación
  • Hoang TH; Center for Biomedical Informatics, Vingroup Big Data Institute, 458 Minh Khai Street, Hai Ba Trung, Hanoi, Vietnam. v.thamhh@vinbigdata.org.
  • Vu GM; Center for Biomedical Informatics, Vingroup Big Data Institute, 458 Minh Khai Street, Hai Ba Trung, Hanoi, Vietnam.
  • Tran MH; Center for Biomedical Informatics, Vingroup Big Data Institute, 458 Minh Khai Street, Hai Ba Trung, Hanoi, Vietnam.
  • Tran TTH; Center for Biomedical Informatics, Vingroup Big Data Institute, 458 Minh Khai Street, Hai Ba Trung, Hanoi, Vietnam.
  • Le QD; Hanoi University of Civil Engineering, 55 Giai Phong Street, Hai Ba Trung, Hanoi, Vietnam.
  • Tran KV; Hanoi Medical University, 1 Ton That Tung Street, Dong Da, Hanoi, Vietnam.
  • Nguyen TT; Hanoi Medical University, 1 Ton That Tung Street, Dong Da, Hanoi, Vietnam.
  • Nguyen LTN; Hanoi Medical University, 1 Ton That Tung Street, Dong Da, Hanoi, Vietnam.
  • Tran TH; Hanoi Medical University, 1 Ton That Tung Street, Dong Da, Hanoi, Vietnam.
  • Ta VT; Hanoi Medical University, 1 Ton That Tung Street, Dong Da, Hanoi, Vietnam.
  • Vo NS; Center for Biomedical Informatics, Vingroup Big Data Institute, 458 Minh Khai Street, Hai Ba Trung, Hanoi, Vietnam.
BMC Infect Dis ; 22(1): 558, 2022 Jun 19.
Article en En | MEDLINE | ID: mdl-35718768
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.
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Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Neumonía Viral / Infecciones por Coronavirus / COVID-19 / Tratamiento Farmacológico de COVID-19 Tipo de estudio: Prognostic_studies Límite: Humans País/Región como asunto: Asia Idioma: En Revista: BMC Infect Dis Asunto de la revista: DOENCAS TRANSMISSIVEIS Año: 2022 Tipo del documento: Article País de afiliación: Vietnam

Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Neumonía Viral / Infecciones por Coronavirus / COVID-19 / Tratamiento Farmacológico de COVID-19 Tipo de estudio: Prognostic_studies Límite: Humans País/Región como asunto: Asia Idioma: En Revista: BMC Infect Dis Asunto de la revista: DOENCAS TRANSMISSIVEIS Año: 2022 Tipo del documento: Article País de afiliación: Vietnam