Thane Jones, Renuka Raman, Ana C Puhl, Thomas R Lane, Olga Riabova, Elena Kazakova, Vadim Makarov, Sean Ekins
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引用次数: 0
Abstract
Glycogen synthase kinase-3 beta (GSK-3β or GSK-3B) is a serine-threonine kinase involved in various pathways and cellular processes. Alteration in GSK-3β activity is associated with several neurological diseases including Alzheimer's disease (AD), bipolar disorder, and rare diseases like Rett syndrome. GSK-3β is also implicated in HIV-associated dementia (HAD), as it is upregulated in HIV-1-infected cells and plays a role in neuronal dysfunction. Therefore, a small molecule that can inhibit both GSK-3β and HIV-1 reverse transcriptase could offer neuroprotective therapy for patients suffering from HIV-1. Despite this, there are no known GSK-3β inhibitors currently approved, thus prompting us to screen our panel of various antiviral compounds against this kinase to better understand its structure-activity relationship. We show for the first time that the approved drugs, etravirine and rilpivirine, possess GSK-3β activity (IC50 619 nM and 502 nM, respectively). We have also identified 3 lead molecules exhibiting IC50 < 1 μM (11726169, 12326205, and 12326207), with compound 11726169 being the most potent in vitro GSK-3β inhibitor (IC50 = 12.1 nM). We also describe the generation of machine learning models for GSK-3β inhibition and their validation with our data as an external test set and propose their use for the future optimization of such inhibitors.
期刊介绍:
ACS Chemical Neuroscience publishes high-quality research articles and reviews that showcase chemical, quantitative biological, biophysical and bioengineering approaches to the understanding of the nervous system and to the development of new treatments for neurological disorders. Research in the journal focuses on aspects of chemical neurobiology and bio-neurochemistry such as the following:
Neurotransmitters and receptors
Neuropharmaceuticals and therapeutics
Neural development—Plasticity, and degeneration
Chemical, physical, and computational methods in neuroscience
Neuronal diseases—basis, detection, and treatment
Mechanism of aging, learning, memory and behavior
Pain and sensory processing
Neurotoxins
Neuroscience-inspired bioengineering
Development of methods in chemical neurobiology
Neuroimaging agents and technologies
Animal models for central nervous system diseases
Behavioral research