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Șovrea AS, Boșca AB, Dronca E, Constantin AM, Crintea A, Suflețel R, Ștefan RA, Ștefan PA, Onofrei MM, Tschall C, Crivii CB. Non-Drug and Non-Invasive Therapeutic Options in Alzheimer's Disease. Biomedicines 2025; 13:84. [PMID: 39857667 PMCID: PMC11760896 DOI: 10.3390/biomedicines13010084] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2024] [Revised: 12/28/2024] [Accepted: 12/29/2024] [Indexed: 01/27/2025] Open
Abstract
Despite the massive efforts of modern medicine to stop the evolution of Alzheimer's disease (AD), it affects an increasing number of people, changing individual lives and imposing itself as a burden on families and the health systems. Considering that the vast majority of conventional drug therapies did not lead to the expected results, this review will discuss the newly developing therapies as an alternative in the effort to stop or slow AD. Focused Ultrasound (FUS) and its derived Transcranial Pulse Stimulation (TPS) are non-invasive therapeutic approaches. Singly or as an applied technique to change the permeability of the blood-brain-barrier (BBB), FUS and TPS have demonstrated the benefits of use in treating AD in animal and human studies. Adipose-derived stem Cells (ADSCs), gene therapy, and many other alternative methods (diet, sleep pattern, physical exercise, nanoparticle delivery) are also new potential treatments since multimodal approaches represent the modern trend in this disorder research therapies.
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Affiliation(s)
- Alina Simona Șovrea
- Morpho-Functional Sciences Department, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania; (A.S.Ș.); (A.-M.C.); (R.S.); (R.A.Ș.); (M.M.O.); (C.-B.C.)
| | - Adina Bianca Boșca
- Morpho-Functional Sciences Department, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania; (A.S.Ș.); (A.-M.C.); (R.S.); (R.A.Ș.); (M.M.O.); (C.-B.C.)
| | - Eleonora Dronca
- Molecular Sciences Department, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania; (E.D.); (A.C.)
| | - Anne-Marie Constantin
- Morpho-Functional Sciences Department, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania; (A.S.Ș.); (A.-M.C.); (R.S.); (R.A.Ș.); (M.M.O.); (C.-B.C.)
| | - Andreea Crintea
- Molecular Sciences Department, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania; (E.D.); (A.C.)
| | - Rada Suflețel
- Morpho-Functional Sciences Department, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania; (A.S.Ș.); (A.-M.C.); (R.S.); (R.A.Ș.); (M.M.O.); (C.-B.C.)
| | - Roxana Adelina Ștefan
- Morpho-Functional Sciences Department, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania; (A.S.Ș.); (A.-M.C.); (R.S.); (R.A.Ș.); (M.M.O.); (C.-B.C.)
| | - Paul Andrei Ștefan
- Radiology and Imaging Department, Emergency County Hospital Cluj, 400347 Cluj-Napoca, Romania;
| | - Mădălin Mihai Onofrei
- Morpho-Functional Sciences Department, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania; (A.S.Ș.); (A.-M.C.); (R.S.); (R.A.Ș.); (M.M.O.); (C.-B.C.)
| | - Christoph Tschall
- Morpho-Functional Sciences Department, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania; (A.S.Ș.); (A.-M.C.); (R.S.); (R.A.Ș.); (M.M.O.); (C.-B.C.)
| | - Carmen-Bianca Crivii
- Morpho-Functional Sciences Department, Iuliu Hațieganu University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania; (A.S.Ș.); (A.-M.C.); (R.S.); (R.A.Ș.); (M.M.O.); (C.-B.C.)
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Olaitan GO, Lynch WJ, Venton BJ. The therapeutic potential of low-intensity focused ultrasound for treating substance use disorder. Front Psychiatry 2024; 15:1466506. [PMID: 39628494 PMCID: PMC11612502 DOI: 10.3389/fpsyt.2024.1466506] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Accepted: 10/07/2024] [Indexed: 12/06/2024] Open
Abstract
Substance use disorder (SUD) is a persistent public health issue that necessitates the exploration of novel therapeutic interventions. Low-intensity focused ultrasound (LIFU) is a promising modality for precise and invasive modulation of brain activity, capable of redefining the landscape of SUD treatment. The review overviews effective LIFU neuromodulatory parameters and molecular mechanisms, focusing on the modulation of reward pathways in key brain regions in animal and human models. Integration of LIFU with established therapeutics holds promise for augmenting treatment outcomes in SUD. The current research examines LIFU's efficacy in reducing cravings and withdrawal symptoms. LIFU shows promise for reducing cravings, modulating reward circuitry, and addressing interoceptive dysregulation and emotional distress. Selecting optimal parameters, encompassing frequency, burst patterns, and intensity, is pivotal for balancing therapeutic efficacy and safety. However, inconsistencies in empirical findings warrant further research on optimal treatment parameters, physiological action mechanisms, and long-term effects. Collaborative interdisciplinary investigations are imperative to fully realize LIFU's potential in revolutionizing SUD treatment paradigms and enhancing patient outcomes.
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Affiliation(s)
- Greatness O. Olaitan
- Department of Chemistry, University of Virginia, Charlottesville, VA, United States
| | - Wendy J. Lynch
- Psychiatry and Neurobehavioral Sciences, University of Virginia, Charlottesville, VA, United States
| | - B. Jill Venton
- Department of Chemistry, University of Virginia, Charlottesville, VA, United States
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3
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Lefaucheur JP, Moro E, Shirota Y, Ugawa Y, Grippe T, Chen R, Benninger DH, Jabbari B, Attaripour S, Hallett M, Paulus W. Clinical neurophysiology in the treatment of movement disorders: IFCN handbook chapter. Clin Neurophysiol 2024; 164:57-99. [PMID: 38852434 PMCID: PMC11418354 DOI: 10.1016/j.clinph.2024.05.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 03/02/2024] [Accepted: 05/15/2024] [Indexed: 06/11/2024]
Abstract
In this review, different aspects of the use of clinical neurophysiology techniques for the treatment of movement disorders are addressed. First of all, these techniques can be used to guide neuromodulation techniques or to perform therapeutic neuromodulation as such. Neuromodulation includes invasive techniques based on the surgical implantation of electrodes and a pulse generator, such as deep brain stimulation (DBS) or spinal cord stimulation (SCS) on the one hand, and non-invasive techniques aimed at modulating or even lesioning neural structures by transcranial application. Movement disorders are one of the main areas of indication for the various neuromodulation techniques. This review focuses on the following techniques: DBS, repetitive transcranial magnetic stimulation (rTMS), low-intensity transcranial electrical stimulation, including transcranial direct current stimulation (tDCS) and transcranial alternating current stimulation (tACS), and focused ultrasound (FUS), including high-intensity magnetic resonance-guided FUS (MRgFUS), and pulsed mode low-intensity transcranial FUS stimulation (TUS). The main clinical conditions in which neuromodulation has proven its efficacy are Parkinson's disease, dystonia, and essential tremor, mainly using DBS or MRgFUS. There is also some evidence for Tourette syndrome (DBS), Huntington's disease (DBS), cerebellar ataxia (tDCS), and axial signs (SCS) and depression (rTMS) in PD. The development of non-invasive transcranial neuromodulation techniques is limited by the short-term clinical impact of these techniques, especially rTMS, in the context of very chronic diseases. However, at-home use (tDCS) or current advances in the design of closed-loop stimulation (tACS) may open new perspectives for the application of these techniques in patients, favored by their easier use and lower rate of adverse effects compared to invasive or lesioning methods. Finally, this review summarizes the evidence for keeping the use of electromyography to optimize the identification of muscles to be treated with botulinum toxin injection, which is indicated and widely performed for the treatment of various movement disorders.
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Affiliation(s)
- Jean-Pascal Lefaucheur
- Clinical Neurophysiology Unit, Henri Mondor University Hospital, AP-HP, Créteil, France; EA 4391, ENT Team, Paris-Est Créteil University, Créteil, France.
| | - Elena Moro
- Grenoble Alpes University, Division of Neurology, CHU of Grenoble, Grenoble Institute of Neuroscience, Grenoble, France
| | - Yuichiro Shirota
- Department of Neurology, Division of Neuroscience, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Yoshikazu Ugawa
- Department of Human Neurophysiology, School of Medicine, Fukushima Medical University, Fukushima, Japan
| | - Talyta Grippe
- Division of Neurology, University of Toronto, Toronto, Ontario, Canada; Neuroscience Graduate Program, Federal University of Minas Gerais, Belo Horizonte, Brazil; Krembil Brain Institute, Toronto, Ontario, Canada
| | - Robert Chen
- Division of Neurology, University of Toronto, Toronto, Ontario, Canada; Krembil Brain Institute, Toronto, Ontario, Canada
| | - David H Benninger
- Service of Neurology, Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois (CHUV), Lausanne, Switzerland
| | - Bahman Jabbari
- Department of Neurology, Yale University School of Medicine, New Haven, CT, USA
| | - Sanaz Attaripour
- Department of Neurology, University of California, Irvine, CA, USA
| | - Mark Hallett
- Human Motor Control Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Walter Paulus
- Department of Neurology, Ludwig Maximilians University, Munich, Germany
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Birreci D, De Riggi M, Costa D, Angelini L, Cannavacciuolo A, Passaretti M, Paparella G, Guerra A, Bologna M. The Role of Non-Invasive Brain Modulation in Identifying Disease Biomarkers for Diagnostic and Therapeutic Purposes in Parkinsonism. Brain Sci 2024; 14:695. [PMID: 39061435 PMCID: PMC11274666 DOI: 10.3390/brainsci14070695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Revised: 07/05/2024] [Accepted: 07/08/2024] [Indexed: 07/28/2024] Open
Abstract
Over the past three decades, substantial advancements have occurred in non-invasive brain stimulation (NIBS). These developments encompass various non-invasive techniques aimed at modulating brain function. Among the most widely utilized methods today are transcranial magnetic stimulation (TMS) and transcranial electrical stimulation (TES), which include direct- or alternating-current transcranial stimulation (tDCS/tACS). In addition to these established techniques, newer modalities have emerged, broadening the scope of non-invasive neuromodulation approaches available for research and clinical applications in movement disorders, particularly for Parkinson's disease (PD) and, to a lesser extent, atypical Parkinsonism (AP). All NIBS techniques offer the opportunity to explore a wide range of neurophysiological mechanisms and exert influence over distinct brain regions implicated in the pathophysiology of Parkinsonism. This paper's first aim is to provide a brief overview of the historical background and underlying physiological principles of primary NIBS techniques, focusing on their translational relevance. It aims to shed light on the potential identification of biomarkers for diagnostic and therapeutic purposes, by summarising available experimental data on individuals with Parkinsonism. To date, despite promising findings indicating the potential utility of NIBS techniques in Parkinsonism, their integration into clinical routine for diagnostic or therapeutic protocols remains a subject of ongoing investigation and scientific debate. In this context, this paper addresses current unsolved issues and methodological challenges concerning the use of NIBS, focusing on the importance of future research endeavours for maximizing the efficacy and relevance of NIBS strategies for individuals with Parkinsonism.
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Affiliation(s)
- Daniele Birreci
- Department of Human Neurosciences, Sapienza University of Rome, Viale dell’Università, 30, 00185 Rome, Italy; (D.B.); (M.D.R.); (M.P.); (G.P.)
| | - Martina De Riggi
- Department of Human Neurosciences, Sapienza University of Rome, Viale dell’Università, 30, 00185 Rome, Italy; (D.B.); (M.D.R.); (M.P.); (G.P.)
| | - Davide Costa
- IRCCS Neuromed, Via Atinense, 18, 86077 Pozzilli, IS, Italy; (D.C.); (L.A.); (A.C.)
| | - Luca Angelini
- IRCCS Neuromed, Via Atinense, 18, 86077 Pozzilli, IS, Italy; (D.C.); (L.A.); (A.C.)
| | | | - Massimiliano Passaretti
- Department of Human Neurosciences, Sapienza University of Rome, Viale dell’Università, 30, 00185 Rome, Italy; (D.B.); (M.D.R.); (M.P.); (G.P.)
- Department of Clinical Neuroscience, Karolinska Institutet, 17177 Stockholm, Sweden
| | - Giulia Paparella
- Department of Human Neurosciences, Sapienza University of Rome, Viale dell’Università, 30, 00185 Rome, Italy; (D.B.); (M.D.R.); (M.P.); (G.P.)
- IRCCS Neuromed, Via Atinense, 18, 86077 Pozzilli, IS, Italy; (D.C.); (L.A.); (A.C.)
| | - Andrea Guerra
- Parkinson and Movement Disorders Unit, Study Centre on Neurodegeneration (CESNE), Department of Neuroscience, University of Padua, 35121 Padua, Italy;
- Padova Neuroscience Centre (PNC), University of Padua, 35121 Padua, Italy
| | - Matteo Bologna
- Department of Human Neurosciences, Sapienza University of Rome, Viale dell’Università, 30, 00185 Rome, Italy; (D.B.); (M.D.R.); (M.P.); (G.P.)
- IRCCS Neuromed, Via Atinense, 18, 86077 Pozzilli, IS, Italy; (D.C.); (L.A.); (A.C.)
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Hsieh TH, Chu PC, Nguyen TXD, Kuo CW, Chang PK, Chen KHS, Liu HL. Neuromodulatory Responses Elicited by Intermittent versus Continuous Transcranial Focused Ultrasound Stimulation of the Motor Cortex in Rats. Int J Mol Sci 2024; 25:5687. [PMID: 38891875 PMCID: PMC11171676 DOI: 10.3390/ijms25115687] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2024] [Revised: 05/09/2024] [Accepted: 05/17/2024] [Indexed: 06/21/2024] Open
Abstract
Transcranial focused ultrasound stimulation (tFUS) has emerged as a promising neuromodulation technique that delivers acoustic energy with high spatial resolution for inducing long-term potentiation (LTP)- or depression (LTD)-like plasticity. The variability in the primary effects of tFUS-induced plasticity could be due to different stimulation patterns, such as intermittent versus continuous, and is an aspect that requires further detailed exploration. In this study, we developed a platform to evaluate the neuromodulatory effects of intermittent and continuous tFUS on motor cortical plasticity before and after tFUS application. Three groups of rats were exposed to either intermittent, continuous, or sham tFUS. We analyzed the neuromodulatory effects on motor cortical excitability by examining changes in motor-evoked potentials (MEPs) elicited by transcranial magnetic stimulation (TMS). We also investigated the effects of different stimulation patterns on excitatory and inhibitory neural biomarkers, examining c-Fos and glutamic acid decarboxylase (GAD-65) expression using immunohistochemistry staining. Additionally, we evaluated the safety of tFUS by analyzing glial fibrillary acidic protein (GFAP) expression. The current results indicated that intermittent tFUS produced a facilitation effect on motor excitability, while continuous tFUS significantly inhibited motor excitability. Furthermore, neither tFUS approach caused injury to the stimulation sites in rats. Immunohistochemistry staining revealed increased c-Fos and decreased GAD-65 expression following intermittent tFUS. Conversely, continuous tFUS downregulated c-Fos and upregulated GAD-65 expression. In conclusion, our findings demonstrate that both intermittent and continuous tFUS effectively modulate cortical excitability. The neuromodulatory effects may result from the activation or deactivation of cortical neurons following tFUS intervention. These effects are considered safe and well-tolerated, highlighting the potential for using different patterns of tFUS in future clinical neuromodulatory applications.
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Affiliation(s)
- Tsung-Hsun Hsieh
- School of Physical Therapy, Graduate Institute of Rehabilitation Science, Chang Gung University, Taoyuan 33302, Taiwan; (T.X.D.N.); (C.-W.K.); (P.-K.C.)
- Neuroscience Research Center, Chang Gung Memorial Hospital, Linkou, Taoyuan 33305, Taiwan
- Healthy Aging Research Center, Chang Gung University, Taoyuan 33302, Taiwan
| | - Po-Chun Chu
- Department of Electrical Engineering, National Taiwan University, Taipei 10617, Taiwan;
| | - Thi Xuan Dieu Nguyen
- School of Physical Therapy, Graduate Institute of Rehabilitation Science, Chang Gung University, Taoyuan 33302, Taiwan; (T.X.D.N.); (C.-W.K.); (P.-K.C.)
| | - Chi-Wei Kuo
- School of Physical Therapy, Graduate Institute of Rehabilitation Science, Chang Gung University, Taoyuan 33302, Taiwan; (T.X.D.N.); (C.-W.K.); (P.-K.C.)
| | - Pi-Kai Chang
- School of Physical Therapy, Graduate Institute of Rehabilitation Science, Chang Gung University, Taoyuan 33302, Taiwan; (T.X.D.N.); (C.-W.K.); (P.-K.C.)
| | - Kai-Hsiang Stanley Chen
- Department of Neurology, National Taiwan University Hospital Hsinchu Branch, Hsinchu 300195, Taiwan
| | - Hao-Li Liu
- Department of Electrical Engineering, National Taiwan University, Taipei 10617, Taiwan;
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Davoudi N, Estrada H, Özbek A, Shoham S, Razansky D. Model-based correction of rapid thermal confounds in fluorescence neuroimaging of targeted perturbation. NEUROPHOTONICS 2024; 11:014413. [PMID: 38371339 PMCID: PMC10871046 DOI: 10.1117/1.nph.11.1.014413] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/07/2023] [Revised: 12/01/2023] [Accepted: 12/01/2023] [Indexed: 02/20/2024]
Abstract
Significance An array of techniques for targeted neuromodulation is emerging, with high potential in brain research and therapy. Calcium imaging or other forms of functional fluorescence imaging are central solutions for monitoring cortical neural responses to targeted neuromodulation, but often are confounded by thermal effects that are inter-mixed with neural responses. Aim Here, we develop and demonstrate a method for effectively suppressing fluorescent thermal transients from calcium responses. Approach We use high precision phased-array 3 MHz focused ultrasound delivery integrated with fiberscope-based widefield fluorescence to monitor cortex-wide calcium changes. Our approach for detecting the neural activation first takes advantage of the high inter-hemispheric correlation of resting state Ca 2 + dynamics and then removes the ultrasound-induced thermal effect by subtracting its simulated spatio-temporal signature from the processed profile. Results The focused 350 μ m -sized ultrasound stimulus triggered rapid localized activation events dominated by transient thermal responses produced by ultrasound. By employing bioheat equation to model the ultrasound heat deposition, we can recover putative neural responses to ultrasound. Conclusions The developed method for canceling transient thermal fluorescence quenching could also find applications with optical stimulation techniques to monitor thermal effects and disentangle them from neural responses. This approach may help deepen our understanding of the mechanisms and macroscopic effects of ultrasound neuromodulation, further paving the way for tailoring the stimulation regimes toward specific applications.
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Affiliation(s)
- Neda Davoudi
- University of Zurich, Institute for Biomedical Engineering and Institute of Pharmacology and Toxicology, Faculty of Medicine, Zurich, Switzerland
- ETH Zurich, Institute for Biomedical Engineering, Department of Information Technology and Electrical Engineering, Zurich, Switzerland
- ETH AI Center, Zurich, Switzerland
| | - Hector Estrada
- University of Zurich, Institute for Biomedical Engineering and Institute of Pharmacology and Toxicology, Faculty of Medicine, Zurich, Switzerland
- ETH Zurich, Institute for Biomedical Engineering, Department of Information Technology and Electrical Engineering, Zurich, Switzerland
| | - Ali Özbek
- University of Zurich, Institute for Biomedical Engineering and Institute of Pharmacology and Toxicology, Faculty of Medicine, Zurich, Switzerland
- ETH Zurich, Institute for Biomedical Engineering, Department of Information Technology and Electrical Engineering, Zurich, Switzerland
| | - Shy Shoham
- NYU Langone Health, Neuroscience Institutes, Department of Ophthalmology and Tech4Health New York, United States
| | - Daniel Razansky
- University of Zurich, Institute for Biomedical Engineering and Institute of Pharmacology and Toxicology, Faculty of Medicine, Zurich, Switzerland
- ETH Zurich, Institute for Biomedical Engineering, Department of Information Technology and Electrical Engineering, Zurich, Switzerland
- ETH AI Center, Zurich, Switzerland
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Yong W, He D, Chen T, Rui Z, Wen Y, Wong KF, Sun L, Qi X, Guo J. Activation of N-Methyl-D-aspartate receptor contributed to the ultrasonic modulation of neurons in vitro. Biochem Biophys Res Commun 2023; 676:42-47. [PMID: 37481942 DOI: 10.1016/j.bbrc.2023.07.034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Accepted: 07/15/2023] [Indexed: 07/25/2023]
Abstract
Ultrasound stimulation is increasingly used to investigate brain function and treat brain diseases due to its high level of safety and precise spatiotemporal resolution. Therefore, it is crucial to understand the underlying mechanisms involved in ultrasound brain stimulation. In this study, we investigate the role of NMDA receptors in mediating the effects of ultrasound on primary hippocampal neurons in mice. Our results show that ultrasound alone can activate heterologous NMDA receptor subunits, including NR1A, NR2A, and NR2B, in 293T cells, as well as endogenous NMDA receptors in primary neurons. This activation leads to an influx of calcium and an increase in nuclear c-Fos expression in primary neurons that have not been pre-treated with an NMDA receptor inhibitor. In conclusion, our findings demonstrate that NMDA receptors contribute to neuronal activation by ultrasound stimulation in vitro, providing insight into the molecular mechanisms of ultrasound neuromodulation and a new mediator for the sonogenetics technique.
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Affiliation(s)
- Wu Yong
- Department of Physiology, School of Medicine, Jinan University, Guangzhou, China; Department of Biomedical Engineering, Faculty of Engineering, The Hong Kong Polytechnic University, Hong Kong, China
| | - Dongming He
- Department of Physiology, School of Medicine, Jinan University, Guangzhou, China
| | - Taiheng Chen
- Department of Physiology, School of Medicine, Jinan University, Guangzhou, China
| | - Zeng Rui
- Department of Physiology, School of Medicine, Jinan University, Guangzhou, China
| | - Yinchuan Wen
- Department of Anesthesiology, Shenzhen Maternity & Child Healthcare Hospital, The First School of Clinical Medicine, Southern Medical University, China
| | - Kin Fung Wong
- Department of Biomedical Engineering, Faculty of Engineering, The Hong Kong Polytechnic University, Hong Kong, China
| | - Lei Sun
- Department of Biomedical Engineering, Faculty of Engineering, The Hong Kong Polytechnic University, Hong Kong, China
| | - Xiaofei Qi
- Department of Anesthesiology, Shenzhen Maternity & Child Healthcare Hospital, The First School of Clinical Medicine, Southern Medical University, China.
| | - Jinghui Guo
- Department of Physiology, School of Medicine, Jinan University, Guangzhou, China; School of Medicine, The Chinese University of Hong Kong, Shenzhen, 518172, Guangdong, China.
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