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A review of COVID-19 biomarkers and drug targets: resources and tools.

Authors :
Caruso, Francesca P
Scala, Giovanni
Cerulo, Luigi
Ceccarelli, Michele
Source :
Briefings in Bioinformatics; Mar2021, Vol. 22 Issue 2, p701-713, 13p
Publication Year :
2021

Abstract

The stratification of patients at risk of progression of COVID-19 and their molecular characterization is of extreme importance to optimize treatment and to identify therapeutic options. The bioinformatics community has responded to the outbreak emergency with a set of tools and resource to identify biomarkers and drug targets that we review here. Starting from a consolidated corpus of 27 570 papers, we adopt latent Dirichlet analysis to extract relevant topics and select those associated with computational methods for biomarker identification and drug repurposing. The selected topics span from machine learning and artificial intelligence for disease characterization to vaccine development and to therapeutic target identification. Although the way to go for the ultimate defeat of the pandemic is still long, the amount of knowledge, data and tools generated so far constitutes an unprecedented example of global cooperation to this threat. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
14675463
Volume :
22
Issue :
2
Database :
Complementary Index
Journal :
Briefings in Bioinformatics
Publication Type :
Academic Journal
Accession number :
149507136
Full Text :
https://doi.org/10.1093/bib/bbaa328