A computational biology approach to identify potential protein biomarkers and drug targets for sporadic amyotrophic lateral sclerosis.


Journal

Cellular signalling
ISSN: 1873-3913
Titre abrégé: Cell Signal
Pays: England
ID NLM: 8904683

Informations de publication

Date de publication:
Dec 2023
Historique:
received: 30 08 2023
revised: 25 09 2023
accepted: 04 10 2023
medline: 3 11 2023
pubmed: 15 10 2023
entrez: 14 10 2023
Statut: ppublish

Résumé

Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disease caused by the loss of upper and lower motor neurons. The sporadic ALS (sALS) is a multigenic disorder and the complex mechanisms underlying its onset are still not fully delineated. Despite the recent scientific advancements, certain aspects of ALS pathogenic targets need to be yet clarified. The aim of the presented study is to identify potential genetic biomarkers and drug targets for sALS, by analysing gene expression profiles, presented in the publicly available GSE68605 dataset, of motor neurons cells obtained from sALS patients. We used different computational approaches including differential expression analysis, protein network mapping, candidate protein biomarker (CPB) identification, elucidation of the role of functional modules, and molecular docking analysis. The resultant top ten up- and downregulated genes were further used to construct protein-protein interaction network (PPIN). The PPIN analysis resulted in identifying four CPBs (namely RIOK2, AKT1, CTNNB1, and TNF) that commonly overlapped with one another in network parameters (degree, bottleneck and maximum neighbourhood component). The RIOK2 protein emerged as a potential mediator of top five functional modules that are associated with RNA binding, lipoprotein particle receptor binding in pre-ribosome, and interferon, cytokine-mediated signaling pathway. Furthermore, molecular docking analysis revealed that cyclosporine exhibited the highest binding affinity (-8.6 kJ/mol) with RIOK2, and surpassed the FDA-approved ALS drugs, such as riluzole and edaravone. This suggested that cyclosporine may serve as a promising candidate for targeting RIOK2 downregulation observed in sALS patients. In order to validate our computational results, it is suggested that in vitro and in vivo studies may be conducted in future to provide a more detailed understanding of ALS diagnosis, prognosis, and therapeutic intervention.

Identifiants

pubmed: 37838312
pii: S0898-6568(23)00330-3
doi: 10.1016/j.cellsig.2023.110915
pii:
doi:

Substances chimiques

Proteins 0
Biomarkers 0
Cyclosporins 0

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

110915

Informations de copyright

Copyright © 2023 The Author(s). Published by Elsevier Inc. All rights reserved.

Déclaration de conflit d'intérêts

Declaration of Competing Interest The authors declare no conflict of interest.

Auteurs

Rupesh Kumar (R)

Department of Biotechnology, Jaypee Institute of Information Technology, Noida, Sec-62, Uttar Pradesh, India. Electronic address: 20401005@mail.jiit.ac.in.

Md Zubbair Malik (MZ)

Department of Genetics and Bioinformatics, Dasman Diabetes Institute, Dasman, P.O. Box 1180, Kuwait city 15462, Kuwait. Electronic address: zubair.bioinfo@gmail.com.

Thangavel Alphonse Thanaraj (TA)

Department of Genetics and Bioinformatics, Dasman Diabetes Institute, Dasman, P.O. Box 1180, Kuwait city 15462, Kuwait. Electronic address: alphonse.thangavel@dasmaninstitute.org.

Sali Abubaker Bagabir (SA)

Genetics Unit, Department of Medical Laboratory Technology Faculty of Applied Medical Sciences, Jazan University, Jazan, Saudi Arabia. Electronic address: sbagabir@jazanu.edu.sa.

Shafiul Haque (S)

Research and Scientific Studies Unit, College of Nursing and Allied Health Sciences, Jazan University, Jazan 45142, Saudi Arabia; Gilbert and Rose-Marie Chagoury School of Medicine, Lebanese American University, Beirut, Lebanon; Centre of Medical and Bio-Allied Health Sciences Research, Ajman University, Ajman, United Arab Emirates. Electronic address: shafiul.haque@hotmail.com.

Murtaza Tambuwala (M)

Lincoln Medical School, University of Lincoln, Brayford Pool Campus, Lincoln LN6 7TS, UK. Electronic address: mtambuwala@lincoln.ac.uk.

Shazia Haider (S)

Department of Biosciences, Jamia Millia University, New Delhi 110025, India. Electronic address: shaider1@jmi.ac.in.

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Classifications MeSH