Drug repositioning targeting glutaminase reveals drug candidates for the treatment of Alzheimer's disease patients.
Alzheimer’s disease
Anti-carcinogenic drugs
Gene co-expression network analysis
Glutaminase
Parbendazole
Profile-based computational drug repositioning
Journal
Journal of translational medicine
ISSN: 1479-5876
Titre abrégé: J Transl Med
Pays: England
ID NLM: 101190741
Informations de publication
Date de publication:
20 05 2023
20 05 2023
Historique:
received:
26
02
2023
accepted:
11
05
2023
medline:
22
5
2023
pubmed:
21
5
2023
entrez:
20
5
2023
Statut:
epublish
Résumé
Despite numerous clinical trials and decades of endeavour, there is still no effective cure for Alzheimer's disease. Computational drug repositioning approaches may be employed for the development of new treatment strategies for Alzheimer's patients since an extensive amount of omics data has been generated during pre-clinical and clinical studies. However, targeting the most critical pathophysiological mechanisms and determining drugs with proper pharmacodynamics and good efficacy are equally crucial in drug repurposing and often imbalanced in Alzheimer's studies. Here, we investigated central co-expressed genes upregulated in Alzheimer's disease to determine a proper therapeutic target. We backed our reasoning by checking the target gene's estimated non-essentiality for survival in multiple human tissues. We screened transcriptome profiles of various human cell lines perturbed by drug induction (for 6798 compounds) and gene knockout using data available in the Connectivity Map database. Then, we applied a profile-based drug repositioning approach to discover drugs targeting the target gene based on the correlations between these transcriptome profiles. We evaluated the bioavailability, functional enrichment profiles and drug-protein interactions of these repurposed agents and evidenced their cellular viability and efficacy in glial cell culture by experimental assays and Western blotting. Finally, we evaluated their pharmacokinetics to anticipate to which degree their efficacy can be improved. We identified glutaminase as a promising drug target. Glutaminase overexpression may fuel the glutamate excitotoxicity in neurons, leading to mitochondrial dysfunction and other neurodegeneration hallmark processes. The computational drug repurposing revealed eight drugs: mitoxantrone, bortezomib, parbendazole, crizotinib, withaferin-a, SA-25547 and two unstudied compounds. We demonstrated that the proposed drugs could effectively suppress glutaminase and reduce glutamate production in the diseased brain through multiple neurodegeneration-associated mechanisms, including cytoskeleton and proteostasis. We also estimated the human blood-brain barrier permeability of parbendazole and SA-25547 using the SwissADME tool. This study method effectively identified an Alzheimer's disease marker and compounds targeting the marker and interconnected biological processes by use of multiple computational approaches. Our results highlight the importance of synaptic glutamate signalling in Alzheimer's disease progression. We suggest repurposable drugs (like parbendazole) with well-evidenced activities that we linked to glutamate synthesis hereby and novel molecules (SA-25547) with estimated mechanisms for the treatment of Alzheimer's patients.
Sections du résumé
BACKGROUND
Despite numerous clinical trials and decades of endeavour, there is still no effective cure for Alzheimer's disease. Computational drug repositioning approaches may be employed for the development of new treatment strategies for Alzheimer's patients since an extensive amount of omics data has been generated during pre-clinical and clinical studies. However, targeting the most critical pathophysiological mechanisms and determining drugs with proper pharmacodynamics and good efficacy are equally crucial in drug repurposing and often imbalanced in Alzheimer's studies.
METHODS
Here, we investigated central co-expressed genes upregulated in Alzheimer's disease to determine a proper therapeutic target. We backed our reasoning by checking the target gene's estimated non-essentiality for survival in multiple human tissues. We screened transcriptome profiles of various human cell lines perturbed by drug induction (for 6798 compounds) and gene knockout using data available in the Connectivity Map database. Then, we applied a profile-based drug repositioning approach to discover drugs targeting the target gene based on the correlations between these transcriptome profiles. We evaluated the bioavailability, functional enrichment profiles and drug-protein interactions of these repurposed agents and evidenced their cellular viability and efficacy in glial cell culture by experimental assays and Western blotting. Finally, we evaluated their pharmacokinetics to anticipate to which degree their efficacy can be improved.
RESULTS
We identified glutaminase as a promising drug target. Glutaminase overexpression may fuel the glutamate excitotoxicity in neurons, leading to mitochondrial dysfunction and other neurodegeneration hallmark processes. The computational drug repurposing revealed eight drugs: mitoxantrone, bortezomib, parbendazole, crizotinib, withaferin-a, SA-25547 and two unstudied compounds. We demonstrated that the proposed drugs could effectively suppress glutaminase and reduce glutamate production in the diseased brain through multiple neurodegeneration-associated mechanisms, including cytoskeleton and proteostasis. We also estimated the human blood-brain barrier permeability of parbendazole and SA-25547 using the SwissADME tool.
CONCLUSIONS
This study method effectively identified an Alzheimer's disease marker and compounds targeting the marker and interconnected biological processes by use of multiple computational approaches. Our results highlight the importance of synaptic glutamate signalling in Alzheimer's disease progression. We suggest repurposable drugs (like parbendazole) with well-evidenced activities that we linked to glutamate synthesis hereby and novel molecules (SA-25547) with estimated mechanisms for the treatment of Alzheimer's patients.
Identifiants
pubmed: 37210557
doi: 10.1186/s12967-023-04192-6
pii: 10.1186/s12967-023-04192-6
pmc: PMC10199278
doi:
Substances chimiques
Glutaminase
EC 3.5.1.2
Glutamates
0
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
332Informations de copyright
© 2023. The Author(s).
Références
Front Neural Circuits. 2018 Dec 18;12:113
pubmed: 30618649
Neuropsychopharmacology. 2017 Jan;42(1):193-215
pubmed: 27629368
Adv Neurobiol. 2016;13:133-171
pubmed: 27885629
J Neurochem. 2021 Feb;156(4):513-523
pubmed: 33107040
Nat Commun. 2014 Jul 01;5:4296
pubmed: 24980690
EBioMedicine. 2022 Sep;83:104214
pubmed: 35988463
FASEB J. 2020 Jul;34(7):8920-8940
pubmed: 32519817
Nat Genet. 2017 Dec;49(12):1779-1784
pubmed: 29083409
Eur J Neurol. 2018 Dec;25(12):1439-1445
pubmed: 29996003
Methods Mol Biol. 2019;1939:91-118
pubmed: 30848458
Curr Med Chem. 2020;27(32):5317-5339
pubmed: 31038055
J Med Chem. 2010 Apr 8;53(7):2719-40
pubmed: 20131845
Drugs. 2006;66(11):1515-34
pubmed: 16906789
EBioMedicine. 2021 Mar;65:103276
pubmed: 33714029
Epilepsy Res. 2018 Sep;145:116-122
pubmed: 29940514
Nat Commun. 2018 Jul 12;9(1):2691
pubmed: 30002366
Genome Biol. 2021 Dec 20;22(1):343
pubmed: 34930405
Molecules. 2019 Dec 19;25(1):
pubmed: 31861504
Front Pharmacol. 2016 Oct 18;7:340
pubmed: 27803666
Mol Omics. 2019 Feb 11;15(1):50-58
pubmed: 30603757
Brain. 2021 Dec 31;144(12):3742-3755
pubmed: 34145880
BMC Bioinformatics. 2016 Jan 20;17:45
pubmed: 26791995
Cell. 2023 Feb 16;186(4):693-714
pubmed: 36803602
ScientificWorldJournal. 2010 Mar 16;10:457-61
pubmed: 20305987
Biochem Pharmacol. 2020 Jul;177:113945
pubmed: 32247851
Nat Rev Drug Discov. 2011 Dec 01;10(12):897-8
pubmed: 22129984
Clin Pharmacokinet. 1996 Aug;31(2):120-30
pubmed: 8853934
J Cereb Blood Flow Metab. 2012 Nov;32(11):1959-72
pubmed: 22929442
Alzheimers Res Ther. 2021 May 5;13(1):96
pubmed: 33952306
Nucleic Acids Res. 2006 Jan 1;34(Database issue):D187-91
pubmed: 16381842
Front Aging Neurosci. 2021 Feb 25;13:646924
pubmed: 33732142
Pharmaceutics. 2022 May 04;14(5):
pubmed: 35631573
Cell. 2017 Nov 30;171(6):1437-1452.e17
pubmed: 29195078
Hum Mol Genet. 2019 Jan 1;28(1):96-104
pubmed: 30239721
EBioMedicine. 2022 Apr;78:103963
pubmed: 35339898
Transl Psychiatry. 2019 Sep 6;9(1):220
pubmed: 31492831
Sci Rep. 2017 Mar 03;7:42717
pubmed: 28256516
Nucleic Acids Res. 2012 Jan;40(Database issue):D1060-6
pubmed: 22110038
Int J Mol Sci. 2021 Oct 26;22(21):
pubmed: 34768988
Methods Mol Biol. 2016;1418:93-110
pubmed: 27008011
CNS Neurol Disord Drug Targets. 2017;16(4):425-439
pubmed: 28124620
F1000Res. 2019 Oct 18;8:1774
pubmed: 31819800
Cell Discov. 2020 Mar 16;6:14
pubmed: 32194980
J Pharm Pharmacol. 2020 Sep;72(9):1145-1151
pubmed: 32301512
PLoS Genet. 2010 Dec 23;6(12):e1001257
pubmed: 21203498
JAMA Neurol. 2021 Nov 1;78(11):1345-1354
pubmed: 34570177
Pharmacol Ther. 2022 Sep;237:108171
pubmed: 35304223
Bioinformatics. 2019 Apr 15;35(8):1427-1429
pubmed: 30203022
Nature. 2020 Apr;580(7803):402-408
pubmed: 32296183
PLoS One. 2016 Mar 08;11(3):e0150460
pubmed: 26954019
Cell Death Dis. 2019 Jan 17;10(2):40
pubmed: 30674873
J Ind Microbiol Biotechnol. 2016 Mar;43(2-3):419-30
pubmed: 26323613
Cancers (Basel). 2022 Mar 19;14(6):
pubmed: 35326724
Sci Rep. 2021 Jun 8;11(1):12107
pubmed: 34103633
Mol Neurodegener. 2018 May 21;13(1):24
pubmed: 29784049
Science. 2021 Jan 15;371(6526):265-270
pubmed: 33446552
BMJ. 2012 Mar 12;344:e1442
pubmed: 22411920
Proc Natl Acad Sci U S A. 2010 Apr 20;107(16):7455-60
pubmed: 20378837
Br J Pharmacol. 2014 Dec;171(24):5757-73
pubmed: 25117211
Int J Mol Sci. 2021 Jan 17;22(2):
pubmed: 33477371
Nucleic Acids Res. 2000 Jan 1;28(1):27-30
pubmed: 10592173
Int J Mol Sci. 2016 Mar 04;17(3):290
pubmed: 26959007
PLoS One. 2022 Jan 27;17(1):e0262751
pubmed: 35085325
Mol Cancer Ther. 2012 Mar;11(3):740-51
pubmed: 22147748
Angew Chem Int Ed Engl. 1999 Dec 16;38(24):3743-3748
pubmed: 10649345
Sci Rep. 2021 Mar 26;11(1):6980
pubmed: 33772054
Comput Struct Biotechnol J. 2016 Oct 29;15:1-7
pubmed: 27872687
FEBS Lett. 2017 Sep;591(17):2648-2660
pubmed: 28696498
Aging Dis. 2017 Oct 1;8(5):628-642
pubmed: 28966806
Am J Alzheimers Dis Other Demen. 2013 Nov;28(7):693-701
pubmed: 24005853
ChemMedChem. 2008 Mar;3(3):435-44
pubmed: 18064617