Cargando…
Drug repositioning targeting glutaminase reveals drug candidates for the treatment of Alzheimer’s disease patients
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 omic...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10199278/ https://www.ncbi.nlm.nih.gov/pubmed/37210557 http://dx.doi.org/10.1186/s12967-023-04192-6 |
_version_ | 1785044897730920448 |
---|---|
author | Bayraktar, Abdulahad Li, Xiangyu Kim, Woonghee Zhang, Cheng Turkez, Hasan Shoaie, Saeed Mardinoglu, Adil |
author_facet | Bayraktar, Abdulahad Li, Xiangyu Kim, Woonghee Zhang, Cheng Turkez, Hasan Shoaie, Saeed Mardinoglu, Adil |
author_sort | Bayraktar, Abdulahad |
collection | PubMed |
description | 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. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12967-023-04192-6. |
format | Online Article Text |
id | pubmed-10199278 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-101992782023-05-21 Drug repositioning targeting glutaminase reveals drug candidates for the treatment of Alzheimer’s disease patients Bayraktar, Abdulahad Li, Xiangyu Kim, Woonghee Zhang, Cheng Turkez, Hasan Shoaie, Saeed Mardinoglu, Adil J Transl Med Research 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. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12967-023-04192-6. BioMed Central 2023-05-20 /pmc/articles/PMC10199278/ /pubmed/37210557 http://dx.doi.org/10.1186/s12967-023-04192-6 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Bayraktar, Abdulahad Li, Xiangyu Kim, Woonghee Zhang, Cheng Turkez, Hasan Shoaie, Saeed Mardinoglu, Adil Drug repositioning targeting glutaminase reveals drug candidates for the treatment of Alzheimer’s disease patients |
title | Drug repositioning targeting glutaminase reveals drug candidates for the treatment of Alzheimer’s disease patients |
title_full | Drug repositioning targeting glutaminase reveals drug candidates for the treatment of Alzheimer’s disease patients |
title_fullStr | Drug repositioning targeting glutaminase reveals drug candidates for the treatment of Alzheimer’s disease patients |
title_full_unstemmed | Drug repositioning targeting glutaminase reveals drug candidates for the treatment of Alzheimer’s disease patients |
title_short | Drug repositioning targeting glutaminase reveals drug candidates for the treatment of Alzheimer’s disease patients |
title_sort | drug repositioning targeting glutaminase reveals drug candidates for the treatment of alzheimer’s disease patients |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10199278/ https://www.ncbi.nlm.nih.gov/pubmed/37210557 http://dx.doi.org/10.1186/s12967-023-04192-6 |
work_keys_str_mv | AT bayraktarabdulahad drugrepositioningtargetingglutaminaserevealsdrugcandidatesforthetreatmentofalzheimersdiseasepatients AT lixiangyu drugrepositioningtargetingglutaminaserevealsdrugcandidatesforthetreatmentofalzheimersdiseasepatients AT kimwoonghee drugrepositioningtargetingglutaminaserevealsdrugcandidatesforthetreatmentofalzheimersdiseasepatients AT zhangcheng drugrepositioningtargetingglutaminaserevealsdrugcandidatesforthetreatmentofalzheimersdiseasepatients AT turkezhasan drugrepositioningtargetingglutaminaserevealsdrugcandidatesforthetreatmentofalzheimersdiseasepatients AT shoaiesaeed drugrepositioningtargetingglutaminaserevealsdrugcandidatesforthetreatmentofalzheimersdiseasepatients AT mardinogluadil drugrepositioningtargetingglutaminaserevealsdrugcandidatesforthetreatmentofalzheimersdiseasepatients |