A Web Tool for Ranking Candidate Drugs Against a Selected Disease Based on a Combination of Functional and Structural Criteria.

Cheminformatics Data mining Drug discovery Drug ranking

Journal

Computational and structural biotechnology journal
ISSN: 2001-0370
Titre abrégé: Comput Struct Biotechnol J
Pays: Netherlands
ID NLM: 101585369

Informations de publication

Date de publication:
2019
Historique:
received: 09 04 2019
revised: 21 05 2019
accepted: 26 05 2019
entrez: 31 7 2019
pubmed: 31 7 2019
medline: 31 7 2019
Statut: epublish

Résumé

Drug repurposing techniques allow existing drugs to be tested against diseases outside their initial spectrum, resulting in reduced cost and eliminating the long time-frames of new drug development. In silico drug repurposing further speeds up the process either by proposing drugs suitable to invert the transcriptomic profile of a disease or by indicating drugs based on their common targets or structural similarity with other drugs with similar mode of action. Such methods usually return a number of potential repurposed drugs that need to be tested against the disease in in vitro, pre-clinical and clinical studies. Thus, it is crucial to have a more sophisticated candidate drug ranking in order to start testing from the most promising chemical substances. As a means to enhance the above decision process, we present CoDReS (Composite Drug Reranking Scoring), a drug (re-)ranking web-based tool, which combines an initial drug ranking (i.e. repurposing score or hypothesis/potentiality score) with a functional score of each drug considered in conjunction with the disease under study as well as with a structural score derived from potential drugability violations. Furthermore, a structural similarity clustering is applied on the considered drugs and a handful of structural exemplars are suggested for further in vitro and in vivo validation. The user is able to filter the results further, through structural similarity examination of the candidate drugs with drugs that have failed against the queried disease where related clinical trials have been carried out. CoDReS is publicly available online at http://bioinformatics.cing.ac.cy/codres.

Identifiants

pubmed: 31360332
doi: 10.1016/j.csbj.2019.05.010
pii: S2001-0370(19)30166-7
pmc: PMC6637175
doi:

Types de publication

Journal Article

Langues

eng

Pagination

939-945

Références

J Med Chem. 2002 Jun 6;45(12):2615-23
pubmed: 12036371
Bioinformatics. 2015 Jan 15;31(2):279-81
pubmed: 25246429
Nucleic Acids Res. 2011 Jul;39(Web Server issue):W486-91
pubmed: 21576229
Nucleic Acids Res. 2018 Jan 4;46(D1):D1068-D1073
pubmed: 29156001
Nucleic Acids Res. 2017 Jan 4;45(D1):D619-D625
pubmed: 27799471
Sci Data. 2017 Mar 14;4:170029
pubmed: 28291243
Nucleic Acids Res. 2017 Jan 4;45(D1):D945-D954
pubmed: 27899562
Bioinformatics. 2011 Sep 1;27(17):2463-4
pubmed: 21737437
Nucleic Acids Res. 2018 Jan 4;46(D1):D1074-D1082
pubmed: 29126136
Sci Rep. 2017 Oct 3;7(1):12569
pubmed: 28974751
Bioinformatics. 2008 Aug 1;24(15):1733-4
pubmed: 18596077
Nucleic Acids Res. 2017 Jan 4;45(D1):D877-D887
pubmed: 27899610
Cell. 2017 Nov 30;171(6):1437-1452.e17
pubmed: 29195078
Nucleic Acids Res. 2017 Jan 4;45(D1):D833-D839
pubmed: 27924018
Adv Drug Deliv Rev. 2001 Mar 1;46(1-3):3-26
pubmed: 11259830
Nucleic Acids Res. 2019 Jan 8;47(D1):D506-D515
pubmed: 30395287
NPJ Syst Biol Appl. 2016;2:
pubmed: 28413689
Nucleic Acids Res. 2017 Jan 4;45(D1):D932-D939
pubmed: 27789690
Nucleic Acids Res. 2007 Jan;35(Database issue):D198-201
pubmed: 17145705
Biochem Pharmacol. 1973 Dec 1;22(23):3099-108
pubmed: 4202581

Auteurs

Evangelos Karatzas (E)

Department of Informatics and Telecommunications, University of Athens, 15703 Athens, Greece.
The Cyprus Institute of Neurology and Genetics, 6 International Airport Avenue, Nicosia, 2370, Cyprus.

George Minadakis (G)

The Cyprus Institute of Neurology and Genetics, 6 International Airport Avenue, Nicosia, 2370, Cyprus.
The Cyprus School of Molecular Medicine, 6 International Airport Avenue, Nicosia 2370, Cyprus.

George Kolios (G)

Laboratory of Pharmacology, Department of Medicine, Democritus University of Thrace, Greece.

Alex Delis (A)

Department of Informatics and Telecommunications, University of Athens, 15703 Athens, Greece.

George M Spyrou (GM)

The Cyprus Institute of Neurology and Genetics, 6 International Airport Avenue, Nicosia, 2370, Cyprus.
The Cyprus School of Molecular Medicine, 6 International Airport Avenue, Nicosia 2370, Cyprus.

Classifications MeSH