Untargeted lipidomics reveals specific lipid profiles in COVID-19 patients with different severity from Campania region (Italy).
COVID-19
Lipidomics
Severity
Trapped ion mobility
Untargeted
Journal
Journal of pharmaceutical and biomedical analysis
ISSN: 1873-264X
Titre abrégé: J Pharm Biomed Anal
Pays: England
ID NLM: 8309336
Informations de publication
Date de publication:
05 Aug 2022
05 Aug 2022
Historique:
received:
21
02
2022
revised:
04
05
2022
accepted:
05
05
2022
pubmed:
16
5
2022
medline:
15
6
2022
entrez:
15
5
2022
Statut:
ppublish
Résumé
COVID-19 infection evokes various systemic alterations that push patients not only towards severe acute respiratory syndrome but causes an important metabolic dysregulation with following multi-organ alteration and potentially poor outcome. To discover novel potential biomarkers able to predict disease's severity and patient's outcome, in this study we applied untargeted lipidomics, by a reversed phase ultra-high performance liquid chromatography-trapped ion mobility mass spectrometry platform (RP-UHPLC-TIMS-MS), on blood samples collected at hospital admission in an Italian cohort of COVID-19 patients (45 mild, 54 severe, 21 controls). In a subset of patients, we also collected a second blood sample in correspondence of clinical phenotype modification (longitudinal population). Plasma lipid profiles revealed several lipids significantly modified in COVID-19 patients with respect to controls and able to discern between mild and severe clinical phenotype. Severe patients were characterized by a progressive decrease in the levels of LPCs, LPC-Os, PC-Os, and, on the contrary, an increase in overall TGs, PEs, and Ceramides. A machine learning model was built by using both the entire dataset and with a restricted lipid panel dataset, delivering comparable results in predicting severity (AUC= 0.777, CI: 0.639-0.904) and outcome (AUC= 0.789, CI: 0.658-0.910). Finally, re-building the model with 25 longitudinal (t1) samples, this resulted in 21 patients correctly classified. In conclusion, this study highlights specific lipid profiles that could be used monitor the possible trajectory of COVID-19 patients at hospital admission, which could be used in targeted approaches.
Identifiants
pubmed: 35569273
pii: S0731-7085(22)00248-5
doi: 10.1016/j.jpba.2022.114827
pmc: PMC9085356
pii:
doi:
Substances chimiques
Biomarkers
0
Lipids
0
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
114827Informations de copyright
Copyright © 2022 Elsevier B.V. All rights reserved.
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