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Khan MA, Alsenan S, Algamdi SA, Aldossary H, Raju KN, Baili J, Saleem MA. Integrating data mining with transcranial focused ultrasound to refine neuralgia treatment strategies. J Neurosci Methods 2025; 418:110433. [PMID: 40132686 DOI: 10.1016/j.jneumeth.2025.110433] [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: 01/25/2025] [Revised: 03/03/2025] [Accepted: 03/15/2025] [Indexed: 03/27/2025]
Abstract
BACKGROUND Neuralgia and other neuropathic pain are difficult to treat owing to their complicated etiology and a wide variety of responses to treatment. The novel neuromodulation technology transcranial focused ultrasound (tFUS) has intriguing implications in targeted non-invasive brain stimulation. Patient-specific variables and neurological processes must be better understood to enhance tFUS for personalized therapy. METHODS In this research, a Machine Learning based Transcranial Focused Ultrasound Personalized Model (ML-tFUSPM) has been proposed to treat neuralgia by combining tFUS with data mining for personalized therapy. Data mining algorithms can examine patient demographics, pain factors, imaging data, and therapy outcomes to uncover response patterns and treatment predictors. According to these results, tFUS may be tailored to each patient by targeting brain regions involved in pain perception and control. RESULTS Initial studies show that data-driven models and tFUS enhance therapeutic efficacy, side effects, and accuracy. This collaborative endeavor uses data analytics and neuromodulation to customize neuralgia treatment. The new model's emphasis on targeted treatments and predictive analytics gives clinicians evidence-based tools to manage pain more effectively and personally, which might transform the industry. COMPARATIVE ANALYSIS The experimental results show that the proposed method has a high accuracy ratio of 97 % compared to other methods. CONCLUSION According to this study, computational principles and cutting-edge technology may lead to game-changing neurology and pain management advances.
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Affiliation(s)
| | - Shrooq Alsenan
- Information Systems Department, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia.
| | - Shabbab Ali Algamdi
- Department of Software Engineering, College of Computer Science and Engineering, Prince Sattam bin Abdulaziz University, Al Kharj, Saudi Arabia.
| | - Haya Aldossary
- Computer Science Department, College of Science and Humanities, Imam Abdulrahman Bin Faisal University, Jubail 31961, Saudi Arabia.
| | - K Narasimha Raju
- Department of Computer Science and Engineering, Gayatri Vidya Parishad College of Engineering (Autonomous), Visakhapatnam, India.
| | - Jamel Baili
- Department of Computer Engineering, College of Computer Science, King Khalid University, Abha 61413, Saudi Arabia.
| | - Muhammad Asim Saleem
- School of Information and Software Engineering, University of Electronic Science and Technology of China, China.
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Rossano F, Aglioti SM, Apollonio F, Ruocco G, Liberti M. Probing phased-array focused ultrasound transducers using realistic 3D in-silico trabecular skull models: a numerical study. ULTRASONICS 2025; 154:107692. [PMID: 40373472 DOI: 10.1016/j.ultras.2025.107692] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2025] [Revised: 04/12/2025] [Accepted: 05/09/2025] [Indexed: 05/17/2025]
Abstract
Transcranial focused ultrasound (tFUS) is an emerging neuromodulation technology with transformative potential for brain disease therapies. This study explores how the trabecular structure of the human skull affects the performance of multi-element tFUS transducers. Numerical simulations were conducted using realistic 3D skull models with varying porosities (0 %, 50 %, and 60 %), comparing the pressure fields generated by two geometrically distinct 96-elements phased-array transducers (f-number = 0.8 -transducer 1- and f-number = 1.1 -transducer 2-). Pressure distribution maps and -6dB isosurfaces were analyzed to quantify focal and scattered volumes, as well as focus shifts. Results demonstrate that porous skull models significantly impact the pressure field, introducing scattering and hotspots outside the target area, that are undetectable with non-porous models. Both transducers exhibit focus shifts along the propagation axis, with transducer 2 showing lower selectivity and nearly 450 % and 1000 % increased scattering compared to transducer 1 in the porous models. These findings emphasize the necessity of incorporating such models in tFUS simulations to improve the accuracy of pressure predictions and device performance. Our results highlight the critical importance of accurately modelling skull porosity in tFUS simulations. Using simplified non-porous models can obscure scattering effects and lead to distorted predictions of transducer performance. This work also demonstrates how generating in-silico porous models with varying porosity allows for testing the reliability and robustness of a numerically designed transducer. It also provides valuable insights into optimizing transducer design ultimately improving target precision while mitigating unintended sonication, laying the groundwork for safer and more effective tFUS therapies.
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Affiliation(s)
- Federico Rossano
- Center for Life Nano- and Neuro-Science, Istituto Italiano di Tecnologia, Rome, Italy; Department of Psychology, Sapienza University of Rome, Italy.
| | - Salvatore Maria Aglioti
- Center for Life Nano- and Neuro-Science, Istituto Italiano di Tecnologia, Rome, Italy; Department of Psychology, Sapienza University of Rome, Italy
| | - Francesca Apollonio
- Center for Life Nano- and Neuro-Science, Istituto Italiano di Tecnologia, Rome, Italy; Department of Information Engineering, Electronics and Telecommunications, Sapienza University of Rome, Italy
| | - Giancarlo Ruocco
- Center for Life Nano- and Neuro-Science, Istituto Italiano di Tecnologia, Rome, Italy; Department of Physics, Sapienza University of Rome, Italy
| | - Micaela Liberti
- Center for Life Nano- and Neuro-Science, Istituto Italiano di Tecnologia, Rome, Italy; Department of Information Engineering, Electronics and Telecommunications, Sapienza University of Rome, Italy
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Osada T, Nakajima K, Shirokoshi T, Ogawa A, Oka S, Kamagata K, Aoki S, Oshima Y, Tanaka S, Konishi S. Multiple insular-prefrontal pathways underlie perception to execution during response inhibition in humans. Nat Commun 2024; 15:10380. [PMID: 39627197 PMCID: PMC11615282 DOI: 10.1038/s41467-024-54564-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2024] [Accepted: 11/12/2024] [Indexed: 12/06/2024] Open
Abstract
Inhibiting prepotent responses in the face of external stop signals requires complex information processing, from perceptual to control processing. However, the cerebral circuits underlying these processes remain elusive. In this study, we used neuroimaging and brain stimulation to investigate the interplay between human brain regions during response inhibition at the whole-brain level. Magnetic resonance imaging suggested a sequential four-step processing pathway: initiating from the primary visual cortex (V1), progressing to the dorsal anterior insula (daINS), then involving two essential regions in the inferior frontal cortex (IFC), namely the ventral posterior IFC (vpIFC) and anterior IFC (aIFC), and reaching the basal ganglia (BG)/primary motor cortex (M1). A combination of ultrasound stimulation and time-resolved magnetic stimulation elucidated the causal influence of daINS on vpIFC and the unidirectional dependence of aIFC on vpIFC. These results unveil asymmetric pathways in the insular-prefrontal cortex and outline the macroscopic cerebral circuits for response inhibition: V1→daINS→vpIFC/aIFC→BG/M1.
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Affiliation(s)
- Takahiro Osada
- Department of Neurophysiology, Juntendo University School of Medicine, Bunkyo-ku, Tokyo, Japan.
| | - Koji Nakajima
- Department of Neurophysiology, Juntendo University School of Medicine, Bunkyo-ku, Tokyo, Japan
- Department of Orthopaedic Surgery, The University of Tokyo School of Medicine, Bunkyo-ku, Tokyo, Japan
| | - Tomohiko Shirokoshi
- Department of Neurophysiology, Juntendo University School of Medicine, Bunkyo-ku, Tokyo, Japan
- Department of Orthopaedic Surgery, The University of Tokyo School of Medicine, Bunkyo-ku, Tokyo, Japan
| | - Akitoshi Ogawa
- Department of Neurophysiology, Juntendo University School of Medicine, Bunkyo-ku, Tokyo, Japan
| | - Satoshi Oka
- Department of Neurophysiology, Juntendo University School of Medicine, Bunkyo-ku, Tokyo, Japan
| | - Koji Kamagata
- Department of Radiology, Juntendo University School of Medicine, Bunkyo-ku, Tokyo, Japan
| | - Shigeki Aoki
- Department of Radiology, Juntendo University School of Medicine, Bunkyo-ku, Tokyo, Japan
| | - Yasushi Oshima
- Department of Orthopaedic Surgery, The University of Tokyo School of Medicine, Bunkyo-ku, Tokyo, Japan
| | - Sakae Tanaka
- Department of Orthopaedic Surgery, The University of Tokyo School of Medicine, Bunkyo-ku, Tokyo, Japan
| | - Seiki Konishi
- Department of Neurophysiology, Juntendo University School of Medicine, Bunkyo-ku, Tokyo, Japan.
- Research Institute for Diseases of Old Age, Juntendo University School of Medicine, Bunkyo-ku, Tokyo, Japan.
- Sportology Center, Juntendo University School of Medicine, Bunkyo-ku, Tokyo, Japan.
- Advanced Research Institute for Health Science, Juntendo University School of Medicine, Bunkyo-ku, Tokyo, Japan.
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Atkinson-Clement C, Alkhawashki M, Gatica M, Ross J, Kaiser M. Dynamic changes in human brain connectivity following ultrasound neuromodulation. Sci Rep 2024; 14:30025. [PMID: 39627315 PMCID: PMC11614892 DOI: 10.1038/s41598-024-81102-w] [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: 07/01/2024] [Accepted: 11/25/2024] [Indexed: 12/06/2024] Open
Abstract
Non-invasive neuromodulation represents a major opportunity for brain interventions, and transcranial focused ultrasound (FUS) is one of the most promising approaches. However, some challenges prevent the community from fully understanding its outcomes. We aimed to address one of them and unravel the temporal dynamics of FUS effects in humans. Twenty-two healthy volunteers participated in the study. Eleven received FUS in the right inferior frontal cortex while the other 11 were stimulated in the right thalamus. Using a temporal dynamic approach, we compared resting-state fMRI seed-based functional connectivity obtained before and after FUS. We also assessed behavioural changes as measured with a task of reactive motor inhibition. Our findings reveal that the effects of FUS are predominantly time-constrained and spatially distributed in brain regions functionally connected with the directly stimulated area. In addition, mediation analysis highlighted that FUS applied in the right inferior cortex was associated with behavioural alterations which was directly explained by the applied acoustic pressure and the brain functional connectivity change we observed. Our study underscored that the biological effects of FUS are indicative of behavioural changes observed more than an hour following stimulation and are directly related to the applied acoustic pressure.
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Affiliation(s)
- Cyril Atkinson-Clement
- Precision Imaging, School of Medicine, University of Nottingham, Nottingham, UK.
- NIHR Biomedical Research Centre, University of Nottingham, Nottingham, UK.
| | | | - Marilyn Gatica
- Precision Imaging, School of Medicine, University of Nottingham, Nottingham, UK
- NPLab, Network Science Institute, Northeastern University London, London, UK
| | - James Ross
- Precision Imaging, School of Medicine, University of Nottingham, Nottingham, UK
| | - Marcus Kaiser
- Precision Imaging, School of Medicine, University of Nottingham, Nottingham, UK
- NIHR Biomedical Research Centre, University of Nottingham, Nottingham, UK
- Rui Jin Hospital, Shanghai Jiao Tong University, Shanghai, China
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Keihani A, Sanguineti C, Chaichian O, Huston CA, Moore C, Cheng C, Janssen SA, Donati FL, Mayeli A, Moussawi K, Phillips ML, Ferrarelli F. Transcranial Focused Ultrasound Neuromodulation in Psychiatry: Main Characteristics, Current Evidence, and Future Directions. Brain Sci 2024; 14:1095. [PMID: 39595858 PMCID: PMC11592166 DOI: 10.3390/brainsci14111095] [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: 09/30/2024] [Revised: 10/26/2024] [Accepted: 10/28/2024] [Indexed: 11/28/2024] Open
Abstract
Non-invasive brain stimulation (NIBS) techniques are designed to precisely and selectively target specific brain regions, thus enabling focused modulation of neural activity. Among NIBS technologies, low-intensity transcranial focused ultrasound (tFUS) has emerged as a promising new modality. The application of tFUS can safely and non-invasively stimulate deep brain structures with millimetric precision, offering distinct advantages in terms of accessibility to non-cortical regions over other NIBS methods. However, to date, several tFUS aspects still need to be characterized; furthermore, there are only a handful of studies that have utilized tFUS in psychiatric populations. This narrative review provides an up-to-date overview of key aspects of this NIBS technique, including the main components of a tFUS system, the neuronavigational tools used to precisely target deep brain regions, the simulations utilized to optimize the stimulation parameters and delivery of tFUS, and the experimental protocols employed to evaluate the efficacy of tFUS in psychiatric disorders. The main findings from studies in psychiatric populations are presented and discussed, and future directions are highlighted.
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Affiliation(s)
- Ahmadreza Keihani
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA 15213, USA; (A.K.); (C.S.); (O.C.); (C.A.H.); (C.M.); (C.C.); (S.A.J.); (A.M.); (M.L.P.)
| | - Claudio Sanguineti
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA 15213, USA; (A.K.); (C.S.); (O.C.); (C.A.H.); (C.M.); (C.C.); (S.A.J.); (A.M.); (M.L.P.)
- Department of Health Sciences, University of Milan, 20142 Milan, Italy
| | - Omeed Chaichian
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA 15213, USA; (A.K.); (C.S.); (O.C.); (C.A.H.); (C.M.); (C.C.); (S.A.J.); (A.M.); (M.L.P.)
| | - Chloe A. Huston
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA 15213, USA; (A.K.); (C.S.); (O.C.); (C.A.H.); (C.M.); (C.C.); (S.A.J.); (A.M.); (M.L.P.)
| | - Caitlin Moore
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA 15213, USA; (A.K.); (C.S.); (O.C.); (C.A.H.); (C.M.); (C.C.); (S.A.J.); (A.M.); (M.L.P.)
| | - Cynthia Cheng
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA 15213, USA; (A.K.); (C.S.); (O.C.); (C.A.H.); (C.M.); (C.C.); (S.A.J.); (A.M.); (M.L.P.)
| | - Sabine A. Janssen
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA 15213, USA; (A.K.); (C.S.); (O.C.); (C.A.H.); (C.M.); (C.C.); (S.A.J.); (A.M.); (M.L.P.)
| | - Francesco L. Donati
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA 15213, USA; (A.K.); (C.S.); (O.C.); (C.A.H.); (C.M.); (C.C.); (S.A.J.); (A.M.); (M.L.P.)
| | - Ahmad Mayeli
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA 15213, USA; (A.K.); (C.S.); (O.C.); (C.A.H.); (C.M.); (C.C.); (S.A.J.); (A.M.); (M.L.P.)
| | - Khaled Moussawi
- Department of Neurology, University of California, San Francisco, CA 94143, USA;
| | - Mary L. Phillips
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA 15213, USA; (A.K.); (C.S.); (O.C.); (C.A.H.); (C.M.); (C.C.); (S.A.J.); (A.M.); (M.L.P.)
| | - Fabio Ferrarelli
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA 15213, USA; (A.K.); (C.S.); (O.C.); (C.A.H.); (C.M.); (C.C.); (S.A.J.); (A.M.); (M.L.P.)
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Lee K, Park TY, Lee W, Kim H. A review of functional neuromodulation in humans using low-intensity transcranial focused ultrasound. Biomed Eng Lett 2024; 14:407-438. [PMID: 38645585 PMCID: PMC11026350 DOI: 10.1007/s13534-024-00369-0] [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: 12/31/2023] [Revised: 02/17/2024] [Accepted: 02/23/2024] [Indexed: 04/23/2024] Open
Abstract
Transcranial ultrasonic neuromodulation is a rapidly burgeoning field where low-intensity transcranial focused ultrasound (tFUS), with exquisite spatial resolution and deep tissue penetration, is used to non-invasively activate or suppress neural activity in specific brain regions. Over the past decade, there has been a rapid increase of tFUS neuromodulation studies in healthy humans and subjects with central nervous system (CNS) disease conditions, including a recent surge of clinical investigations in patients. This narrative review summarized the findings of human neuromodulation studies using either tFUS or unfocused transcranial ultrasound (TUS) reported from 2013 to 2023. The studies were categorized into two separate sections: healthy human research and clinical studies. A total of 42 healthy human investigations were reviewed as grouped by targeted brain regions, including various cortical, subcortical, and deep brain areas including the thalamus. For clinical research, a total of 22 articles were reviewed for each studied CNS disease condition, including chronic pain, disorder of consciousness, Alzheimer's disease, Parkinson's disease, depression, schizophrenia, anxiety disorders, substance use disorder, drug-resistant epilepsy, and stroke. Detailed information on subjects/cohorts, target brain regions, sonication parameters, outcome readouts, and stimulatory efficacies were tabulated for each study. In later sections, considerations for planning tFUS neuromodulation in humans were also concisely discussed. With an excellent safety profile to date, the rapid growth of human tFUS research underscores the increasing interest and recognition of its significant potential in the field of non-invasive brain stimulation (NIBS), offering theranostic potential for neurological and psychiatric disease conditions and neuroscientific tools for functional brain mapping.
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Affiliation(s)
- Kyuheon Lee
- Bionics Research Center, Biomedical Research Division, Korea Institute of Science and Technology, 5 Hwarangro 14-gil, Seongbuk-gu, Seoul, 02792 South Korea
- Department of Brain and Cognitive Engineering, Korea University, Seoul, South Korea
| | - Tae Young Park
- Bionics Research Center, Biomedical Research Division, Korea Institute of Science and Technology, 5 Hwarangro 14-gil, Seongbuk-gu, Seoul, 02792 South Korea
- Division of Bio-Medical Science and Technology, KIST School, Korea University of Science and Technology, Seoul, South Korea
| | - Wonhye Lee
- Bionics Research Center, Biomedical Research Division, Korea Institute of Science and Technology, 5 Hwarangro 14-gil, Seongbuk-gu, Seoul, 02792 South Korea
- Department of Radiology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA USA
| | - Hyungmin Kim
- Bionics Research Center, Biomedical Research Division, Korea Institute of Science and Technology, 5 Hwarangro 14-gil, Seongbuk-gu, Seoul, 02792 South Korea
- Division of Bio-Medical Science and Technology, KIST School, Korea University of Science and Technology, Seoul, South Korea
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