Cargando…

Distinct lipid metabolic dysregulation in asymptomatic COVID-19

Asymptomatic infection is a big challenge in curbing the spread of COVID-19. However, its identification and pathogenesis elucidation remain issues. Here, by performing comprehensive lipidomic characterization of serum samples from 89 asymptomatic COVID-19 patients and 178 healthy controls, we scree...

Descripción completa

Detalles Bibliográficos
Autores principales: Hao, Yanhong, Zhang, Zheng, Feng, Guifang, Chen, Moran, Wan, Qiongqiong, Lin, Jie, Wu, Liang, Nie, Wenjing, Chen, Suming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8356725/
https://www.ncbi.nlm.nih.gov/pubmed/34396083
http://dx.doi.org/10.1016/j.isci.2021.102974
_version_ 1783737000928477184
author Hao, Yanhong
Zhang, Zheng
Feng, Guifang
Chen, Moran
Wan, Qiongqiong
Lin, Jie
Wu, Liang
Nie, Wenjing
Chen, Suming
author_facet Hao, Yanhong
Zhang, Zheng
Feng, Guifang
Chen, Moran
Wan, Qiongqiong
Lin, Jie
Wu, Liang
Nie, Wenjing
Chen, Suming
author_sort Hao, Yanhong
collection PubMed
description Asymptomatic infection is a big challenge in curbing the spread of COVID-19. However, its identification and pathogenesis elucidation remain issues. Here, by performing comprehensive lipidomic characterization of serum samples from 89 asymptomatic COVID-19 patients and 178 healthy controls, we screened out a panel of 15 key lipids that could accurately identify asymptomatic patients using a new ensemble learning model based on stacking strategy with a voting algorithm. This strategy provided a high accuracy of 96.0% with only 3.6% false positive rate and 4.8% false negative rate. More importantly, the unique lipid metabolic dysregulation was revealed, especially the enhanced synthesis of membrane phospholipids, altered sphingolipids homeostasis, and differential fatty acids metabolic pattern, implicating the specific host immune, inflammatory, and antiviral responses in asymptomatic COVID-19. This study provides a potential prediagnostic method for asymptomatic COVID-19 and molecular clues for the pathogenesis and therapy of this disease.
format Online
Article
Text
id pubmed-8356725
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-83567252021-08-11 Distinct lipid metabolic dysregulation in asymptomatic COVID-19 Hao, Yanhong Zhang, Zheng Feng, Guifang Chen, Moran Wan, Qiongqiong Lin, Jie Wu, Liang Nie, Wenjing Chen, Suming iScience Article Asymptomatic infection is a big challenge in curbing the spread of COVID-19. However, its identification and pathogenesis elucidation remain issues. Here, by performing comprehensive lipidomic characterization of serum samples from 89 asymptomatic COVID-19 patients and 178 healthy controls, we screened out a panel of 15 key lipids that could accurately identify asymptomatic patients using a new ensemble learning model based on stacking strategy with a voting algorithm. This strategy provided a high accuracy of 96.0% with only 3.6% false positive rate and 4.8% false negative rate. More importantly, the unique lipid metabolic dysregulation was revealed, especially the enhanced synthesis of membrane phospholipids, altered sphingolipids homeostasis, and differential fatty acids metabolic pattern, implicating the specific host immune, inflammatory, and antiviral responses in asymptomatic COVID-19. This study provides a potential prediagnostic method for asymptomatic COVID-19 and molecular clues for the pathogenesis and therapy of this disease. Elsevier 2021-08-11 /pmc/articles/PMC8356725/ /pubmed/34396083 http://dx.doi.org/10.1016/j.isci.2021.102974 Text en © 2021. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Hao, Yanhong
Zhang, Zheng
Feng, Guifang
Chen, Moran
Wan, Qiongqiong
Lin, Jie
Wu, Liang
Nie, Wenjing
Chen, Suming
Distinct lipid metabolic dysregulation in asymptomatic COVID-19
title Distinct lipid metabolic dysregulation in asymptomatic COVID-19
title_full Distinct lipid metabolic dysregulation in asymptomatic COVID-19
title_fullStr Distinct lipid metabolic dysregulation in asymptomatic COVID-19
title_full_unstemmed Distinct lipid metabolic dysregulation in asymptomatic COVID-19
title_short Distinct lipid metabolic dysregulation in asymptomatic COVID-19
title_sort distinct lipid metabolic dysregulation in asymptomatic covid-19
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8356725/
https://www.ncbi.nlm.nih.gov/pubmed/34396083
http://dx.doi.org/10.1016/j.isci.2021.102974
work_keys_str_mv AT haoyanhong distinctlipidmetabolicdysregulationinasymptomaticcovid19
AT zhangzheng distinctlipidmetabolicdysregulationinasymptomaticcovid19
AT fengguifang distinctlipidmetabolicdysregulationinasymptomaticcovid19
AT chenmoran distinctlipidmetabolicdysregulationinasymptomaticcovid19
AT wanqiongqiong distinctlipidmetabolicdysregulationinasymptomaticcovid19
AT linjie distinctlipidmetabolicdysregulationinasymptomaticcovid19
AT wuliang distinctlipidmetabolicdysregulationinasymptomaticcovid19
AT niewenjing distinctlipidmetabolicdysregulationinasymptomaticcovid19
AT chensuming distinctlipidmetabolicdysregulationinasymptomaticcovid19