Cargando…

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

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Caruso, Francesca P, Scala, Giovanni, Cerulo, Luigi, Ceccarelli, Michele
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7799271/
https://www.ncbi.nlm.nih.gov/pubmed/33279954
http://dx.doi.org/10.1093/bib/bbaa328
_version_ 1783635112995323904
author Caruso, Francesca P
Scala, Giovanni
Cerulo, Luigi
Ceccarelli, Michele
author_facet Caruso, Francesca P
Scala, Giovanni
Cerulo, Luigi
Ceccarelli, Michele
author_sort Caruso, Francesca P
collection PubMed
description 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.
format Online
Article
Text
id pubmed-7799271
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Oxford University Press
record_format MEDLINE/PubMed
spelling pubmed-77992712021-01-25 A review of COVID-19 biomarkers and drug targets: resources and tools Caruso, Francesca P Scala, Giovanni Cerulo, Luigi Ceccarelli, Michele Brief Bioinform Articles 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. Oxford University Press 2020-12-07 /pmc/articles/PMC7799271/ /pubmed/33279954 http://dx.doi.org/10.1093/bib/bbaa328 Text en © The Author(s) 2020. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Articles
Caruso, Francesca P
Scala, Giovanni
Cerulo, Luigi
Ceccarelli, Michele
A review of COVID-19 biomarkers and drug targets: resources and tools
title A review of COVID-19 biomarkers and drug targets: resources and tools
title_full A review of COVID-19 biomarkers and drug targets: resources and tools
title_fullStr A review of COVID-19 biomarkers and drug targets: resources and tools
title_full_unstemmed A review of COVID-19 biomarkers and drug targets: resources and tools
title_short A review of COVID-19 biomarkers and drug targets: resources and tools
title_sort review of covid-19 biomarkers and drug targets: resources and tools
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7799271/
https://www.ncbi.nlm.nih.gov/pubmed/33279954
http://dx.doi.org/10.1093/bib/bbaa328
work_keys_str_mv AT carusofrancescap areviewofcovid19biomarkersanddrugtargetsresourcesandtools
AT scalagiovanni areviewofcovid19biomarkersanddrugtargetsresourcesandtools
AT ceruloluigi areviewofcovid19biomarkersanddrugtargetsresourcesandtools
AT ceccarellimichele areviewofcovid19biomarkersanddrugtargetsresourcesandtools
AT carusofrancescap reviewofcovid19biomarkersanddrugtargetsresourcesandtools
AT scalagiovanni reviewofcovid19biomarkersanddrugtargetsresourcesandtools
AT ceruloluigi reviewofcovid19biomarkersanddrugtargetsresourcesandtools
AT ceccarellimichele reviewofcovid19biomarkersanddrugtargetsresourcesandtools