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Applications of Genome-Wide Screening and Systems Biology Approaches in Drug Repositioning

SIMPLE SUMMARY: Drug repurposing is an accelerated route for drug development and a promising approach for finding medications for orphan and common diseases. Here, we compiled databases that comprise both computationally- or experimentally-derived data, and categorized them based on quiddity and or...

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Autores principales: Mohammadi, Elyas, Benfeitas, Rui, Turkez, Hasan, Boren, Jan, Nielsen, Jens, Uhlen, Mathias, Mardinoglu, Adil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7563533/
https://www.ncbi.nlm.nih.gov/pubmed/32967266
http://dx.doi.org/10.3390/cancers12092694
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author Mohammadi, Elyas
Benfeitas, Rui
Turkez, Hasan
Boren, Jan
Nielsen, Jens
Uhlen, Mathias
Mardinoglu, Adil
author_facet Mohammadi, Elyas
Benfeitas, Rui
Turkez, Hasan
Boren, Jan
Nielsen, Jens
Uhlen, Mathias
Mardinoglu, Adil
author_sort Mohammadi, Elyas
collection PubMed
description SIMPLE SUMMARY: Drug repurposing is an accelerated route for drug development and a promising approach for finding medications for orphan and common diseases. Here, we compiled databases that comprise both computationally- or experimentally-derived data, and categorized them based on quiddity and origin of data, further focusing on those that present high throughput omic data or drug screens. These databases were then contextualized with genome-wide screening methods such as CRISPR/Cas9 and RNA interference, as well as state of art systems biology approaches that enable systematic characterizations of multi-omic data to find new indications for approved drugs or those that reached the latest phases of clinical trials. ABSTRACT: Modern drug discovery through de novo drug discovery entails high financial costs, low success rates, and lengthy trial periods. Drug repositioning presents a suitable approach for overcoming these issues by re-evaluating biological targets and modes of action of approved drugs. Coupling high-throughput technologies with genome-wide essentiality screens, network analysis, genome-scale metabolic modeling, and machine learning techniques enables the proposal of new drug–target signatures and uncovers unanticipated modes of action for available drugs. Here, we discuss the current issues associated with drug repositioning in light of curated high-throughput multi-omic databases, genome-wide screening technologies, and their application in systems biology/medicine approaches.
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spelling pubmed-75635332020-10-27 Applications of Genome-Wide Screening and Systems Biology Approaches in Drug Repositioning Mohammadi, Elyas Benfeitas, Rui Turkez, Hasan Boren, Jan Nielsen, Jens Uhlen, Mathias Mardinoglu, Adil Cancers (Basel) Review SIMPLE SUMMARY: Drug repurposing is an accelerated route for drug development and a promising approach for finding medications for orphan and common diseases. Here, we compiled databases that comprise both computationally- or experimentally-derived data, and categorized them based on quiddity and origin of data, further focusing on those that present high throughput omic data or drug screens. These databases were then contextualized with genome-wide screening methods such as CRISPR/Cas9 and RNA interference, as well as state of art systems biology approaches that enable systematic characterizations of multi-omic data to find new indications for approved drugs or those that reached the latest phases of clinical trials. ABSTRACT: Modern drug discovery through de novo drug discovery entails high financial costs, low success rates, and lengthy trial periods. Drug repositioning presents a suitable approach for overcoming these issues by re-evaluating biological targets and modes of action of approved drugs. Coupling high-throughput technologies with genome-wide essentiality screens, network analysis, genome-scale metabolic modeling, and machine learning techniques enables the proposal of new drug–target signatures and uncovers unanticipated modes of action for available drugs. Here, we discuss the current issues associated with drug repositioning in light of curated high-throughput multi-omic databases, genome-wide screening technologies, and their application in systems biology/medicine approaches. MDPI 2020-09-21 /pmc/articles/PMC7563533/ /pubmed/32967266 http://dx.doi.org/10.3390/cancers12092694 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Mohammadi, Elyas
Benfeitas, Rui
Turkez, Hasan
Boren, Jan
Nielsen, Jens
Uhlen, Mathias
Mardinoglu, Adil
Applications of Genome-Wide Screening and Systems Biology Approaches in Drug Repositioning
title Applications of Genome-Wide Screening and Systems Biology Approaches in Drug Repositioning
title_full Applications of Genome-Wide Screening and Systems Biology Approaches in Drug Repositioning
title_fullStr Applications of Genome-Wide Screening and Systems Biology Approaches in Drug Repositioning
title_full_unstemmed Applications of Genome-Wide Screening and Systems Biology Approaches in Drug Repositioning
title_short Applications of Genome-Wide Screening and Systems Biology Approaches in Drug Repositioning
title_sort applications of genome-wide screening and systems biology approaches in drug repositioning
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7563533/
https://www.ncbi.nlm.nih.gov/pubmed/32967266
http://dx.doi.org/10.3390/cancers12092694
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