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

被引:11
|
作者
Mohammadi, Elyas [1 ,2 ]
Benfeitas, Rui [3 ]
Turkez, Hasan [4 ]
Boren, Jan [5 ]
Nielsen, Jens [6 ,7 ]
Uhlen, Mathias [1 ]
Mardinoglu, Adil [1 ,8 ]
机构
[1] KTH Royal Inst Technol, Sci Life Lab, SE-17121 Stockholm, Sweden
[2] Ferdowsi Univ Mashhad, Dept Anim Sci, Mashhad 9177948974, Razavi Khorasan, Iran
[3] Stockholm Univ, Dept Biochem & Biophys, Sci Life Lab, Natl Bioinformat Infrastruct Sweden NBIS, SE-10691 Stockholm, Sweden
[4] Ataturk Univ, Fac Med, Dept Med Biol, TR-25240 Erzurum, Turkey
[5] Univ Gothenburg, Sahlgrenska Univ Hosp, Wallenberg Lab, Dept Mol & Clin Med, SE-41345 Gothenburg, Sweden
[6] Chalmers Univ Technol, Dept Biol & Biol Engn, SE-41296 Gothenburg, Sweden
[7] BioInnovat Inst, DK-2200 Copenhagen N, Denmark
[8] Kings Coll London, Fac Dent Oral & Craniofacial Sci, Ctr Host Microbiome Interact, London SE1 9RT, England
关键词
drug repositioning; genomic screens; machine learning; systems pharmacology; systems medicine; SCALE CRISPR-CAS9 KNOCKOUT; RNAI SCREEN; INTERACTION NETWORKS; CONNECTIVITY MAP; GENE; DATABASE; EXPRESSION; GENERATION; DISCOVERY; CELLS;
D O I
10.3390/cancers12092694
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
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. 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.
引用
收藏
页码:1 / 24
页数:25
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