Fast and accurate genome-wide predictions and structural modeling of protein-protein interactions using Galaxy.


Journal

BMC bioinformatics
ISSN: 1471-2105
Titre abrégé: BMC Bioinformatics
Pays: England
ID NLM: 100965194

Informations de publication

Date de publication:
23 Jun 2023
Historique:
received: 20 06 2022
accepted: 15 06 2023
medline: 26 6 2023
pubmed: 24 6 2023
entrez: 23 6 2023
Statut: epublish

Résumé

Protein-protein interactions play a crucial role in almost all cellular processes. Identifying interacting proteins reveals insight into living organisms and yields novel drug targets for disease treatment. Here, we present a publicly available, automated pipeline to predict genome-wide protein-protein interactions and produce high-quality multimeric structural models. Application of our method to the Human and Yeast genomes yield protein-protein interaction networks similar in quality to common experimental methods. We identified and modeled Human proteins likely to interact with the papain-like protease of SARS-CoV2's non-structural protein 3. We also produced models of SARS-CoV2's spike protein (S) interacting with myelin-oligodendrocyte glycoprotein receptor and dipeptidyl peptidase-4. The presented method is capable of confidently identifying interactions while providing high-quality multimeric structural models for experimental validation. The interactome modeling pipeline is available at usegalaxy.org and usegalaxy.eu.

Sections du résumé

BACKGROUND BACKGROUND
Protein-protein interactions play a crucial role in almost all cellular processes. Identifying interacting proteins reveals insight into living organisms and yields novel drug targets for disease treatment. Here, we present a publicly available, automated pipeline to predict genome-wide protein-protein interactions and produce high-quality multimeric structural models.
RESULTS RESULTS
Application of our method to the Human and Yeast genomes yield protein-protein interaction networks similar in quality to common experimental methods. We identified and modeled Human proteins likely to interact with the papain-like protease of SARS-CoV2's non-structural protein 3. We also produced models of SARS-CoV2's spike protein (S) interacting with myelin-oligodendrocyte glycoprotein receptor and dipeptidyl peptidase-4.
CONCLUSIONS CONCLUSIONS
The presented method is capable of confidently identifying interactions while providing high-quality multimeric structural models for experimental validation. The interactome modeling pipeline is available at usegalaxy.org and usegalaxy.eu.

Identifiants

pubmed: 37353753
doi: 10.1186/s12859-023-05389-8
pii: 10.1186/s12859-023-05389-8
pmc: PMC10288729
doi:

Substances chimiques

RNA, Viral 0

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

263

Subventions

Organisme : NIAID NIH HHS
ID : R01 AI134384
Pays : United States
Organisme : NHGRI NIH HHS
ID : U41 HG006620
Pays : United States
Organisme : NHGRI NIH HHS
ID : U24 HG006620
Pays : United States
Organisme : NIH HHS
ID : U41 HG006620
Pays : United States
Organisme : NIH HHS
ID : R01 AI134384
Pays : United States

Informations de copyright

© 2023. The Author(s).

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Auteurs

Aysam Guerler (A)

Department of Computer Science, Johns Hopkins University, Baltimore, MD, USA. aysam.guerler@gmail.com.

Dannon Baker (D)

Department of Computer Science, Johns Hopkins University, Baltimore, MD, USA.

Marius van den Beek (M)

Department of Biochemistry and Molecular Biology, Penn State University, College Park, PA, USA.

Bjoern Gruening (B)

Department of Bioinformatics, Freiburg University, Freiburg, Germany.

Dave Bouvier (D)

Department of Biochemistry and Molecular Biology, Penn State University, College Park, PA, USA.

Nate Coraor (N)

Department of Biochemistry and Molecular Biology, Penn State University, College Park, PA, USA.

Stephen D Shank (SD)

Institute for Genomics and Evolutionary Medicine, Temple University, Philadelphia, PA, USA.

Jordan D Zehr (JD)

Institute for Genomics and Evolutionary Medicine, Temple University, Philadelphia, PA, USA.

Michael C Schatz (MC)

Department of Computer Science, Johns Hopkins University, Baltimore, MD, USA.

Anton Nekrutenko (A)

Department of Biochemistry and Molecular Biology, Penn State University, College Park, PA, USA.

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Classifications MeSH