Network and pathway expansion of genetic disease associations identifies successful drug targets.


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
01 12 2020
Historique:
received: 07 05 2020
accepted: 06 11 2020
entrez: 2 12 2020
pubmed: 3 12 2020
medline: 17 3 2021
Statut: epublish

Résumé

Genetic evidence of disease association has often been used as a basis for selecting of drug targets for complex common diseases. Likewise, the propagation of genetic evidence through gene or protein interaction networks has been shown to accurately infer novel disease associations at genes for which no direct genetic evidence can be observed. However, an empirical test of the utility of combining these approaches for drug discovery has been lacking. In this study, we examine genetic associations arising from an analysis of 648 UK Biobank GWAS and evaluate whether targets identified as proxies of direct genetic hits are enriched for successful drug targets, as measured by historical clinical trial data. We find that protein networks formed from specific functional linkages such as protein complexes and ligand-receptor pairs are suitable for even naïve guilt-by-association network propagation approaches. In addition, more sophisticated approaches applied to global protein-protein interaction networks and pathway databases, also successfully retrieve targets enriched for clinically successful drug targets. We conclude that network propagation of genetic evidence can be used for drug target identification.

Identifiants

pubmed: 33262371
doi: 10.1038/s41598-020-77847-9
pii: 10.1038/s41598-020-77847-9
pmc: PMC7708424
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

20970

Subventions

Organisme : Medical Research Council
ID : MC_PC_17228
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_QA137853
Pays : United Kingdom

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Auteurs

Aidan MacNamara (A)

Functional Genomics, GSK, Stevenage, UK.

Nikolina Nakic (N)

Functional Genomics, GSK, Stevenage, UK.

Ali Amin Al Olama (A)

Human Genetics, GSK, Stevenage, UK.

Cong Guo (C)

Human Genetics, GSK, Collegeville, PA, USA.

Karsten B Sieber (KB)

Human Genetics, GSK, Collegeville, PA, USA.

Mark R Hurle (MR)

Human Genetics, GSK, Collegeville, PA, USA.

Alex Gutteridge (A)

Bioinformatics, Lonza, Cambridge, UK. alex.gutteridge@lonza.com.

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Classifications MeSH