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Development and evaluation of a robotic system for lumbar puncture and epidural steroid injection

INTRODUCTION: Lumbar puncture is an important medical procedure for various diagnostics and therapies, but it can be hazardous due to individual variances in subcutaneous soft tissue, especially in the elderly and obese. Our research describes a novel robot-assisted puncture system that automaticall...

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Autores principales: Lu, Jiaxin, Huang, Zekai, Zhuang, Baiyang, Cheng, Zhuoqi, Guo, Jing, Lou, Haifang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10595035/
https://www.ncbi.nlm.nih.gov/pubmed/37881516
http://dx.doi.org/10.3389/fnbot.2023.1253761
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author Lu, Jiaxin
Huang, Zekai
Zhuang, Baiyang
Cheng, Zhuoqi
Guo, Jing
Lou, Haifang
author_facet Lu, Jiaxin
Huang, Zekai
Zhuang, Baiyang
Cheng, Zhuoqi
Guo, Jing
Lou, Haifang
author_sort Lu, Jiaxin
collection PubMed
description INTRODUCTION: Lumbar puncture is an important medical procedure for various diagnostics and therapies, but it can be hazardous due to individual variances in subcutaneous soft tissue, especially in the elderly and obese. Our research describes a novel robot-assisted puncture system that automatically controls and maintains the probe at the target tissue layer through a process of tissue recognition. METHODS: The system comprises a robotic system and a master computer. The robotic system is constructed based on a probe consisting of a pair of concentric electrodes. From the probe, impedance spectroscopy measures bio-impedance signals and transforms them into spectra that are communicated to the master computer. The master computer uses a Bayesian neural network to classify the bio-impedance spectra as corresponding to different soft tissues. By feeding the bio-impedance spectra of unknown tissues into the Bayesian neural network, we can determine their categories. Based on the recognition results, the master computer controls the motion of the robotic system. RESULTS: The proposed system is demonstrated on a realistic phantom made of ex vivo tissues to simulate the spinal environment. The findings indicate that the technology has the potential to increase the precision and security of lumbar punctures and associated procedures. DISCUSSION: In addition to lumbar puncture, the robotic system is suitable for related puncture operations such as discography, radiofrequency ablation, facet joint injection, and epidural steroid injection, as long as the required tissue recognition features are available. These operations can only be carried out once the puncture needle and additional instruments reach the target tissue layer, despite their ensuing processes being distinct.
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spelling pubmed-105950352023-10-25 Development and evaluation of a robotic system for lumbar puncture and epidural steroid injection Lu, Jiaxin Huang, Zekai Zhuang, Baiyang Cheng, Zhuoqi Guo, Jing Lou, Haifang Front Neurorobot Neuroscience INTRODUCTION: Lumbar puncture is an important medical procedure for various diagnostics and therapies, but it can be hazardous due to individual variances in subcutaneous soft tissue, especially in the elderly and obese. Our research describes a novel robot-assisted puncture system that automatically controls and maintains the probe at the target tissue layer through a process of tissue recognition. METHODS: The system comprises a robotic system and a master computer. The robotic system is constructed based on a probe consisting of a pair of concentric electrodes. From the probe, impedance spectroscopy measures bio-impedance signals and transforms them into spectra that are communicated to the master computer. The master computer uses a Bayesian neural network to classify the bio-impedance spectra as corresponding to different soft tissues. By feeding the bio-impedance spectra of unknown tissues into the Bayesian neural network, we can determine their categories. Based on the recognition results, the master computer controls the motion of the robotic system. RESULTS: The proposed system is demonstrated on a realistic phantom made of ex vivo tissues to simulate the spinal environment. The findings indicate that the technology has the potential to increase the precision and security of lumbar punctures and associated procedures. DISCUSSION: In addition to lumbar puncture, the robotic system is suitable for related puncture operations such as discography, radiofrequency ablation, facet joint injection, and epidural steroid injection, as long as the required tissue recognition features are available. These operations can only be carried out once the puncture needle and additional instruments reach the target tissue layer, despite their ensuing processes being distinct. Frontiers Media S.A. 2023-10-10 /pmc/articles/PMC10595035/ /pubmed/37881516 http://dx.doi.org/10.3389/fnbot.2023.1253761 Text en Copyright © 2023 Lu, Huang, Zhuang, Cheng, Guo and Lou. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Lu, Jiaxin
Huang, Zekai
Zhuang, Baiyang
Cheng, Zhuoqi
Guo, Jing
Lou, Haifang
Development and evaluation of a robotic system for lumbar puncture and epidural steroid injection
title Development and evaluation of a robotic system for lumbar puncture and epidural steroid injection
title_full Development and evaluation of a robotic system for lumbar puncture and epidural steroid injection
title_fullStr Development and evaluation of a robotic system for lumbar puncture and epidural steroid injection
title_full_unstemmed Development and evaluation of a robotic system for lumbar puncture and epidural steroid injection
title_short Development and evaluation of a robotic system for lumbar puncture and epidural steroid injection
title_sort development and evaluation of a robotic system for lumbar puncture and epidural steroid injection
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10595035/
https://www.ncbi.nlm.nih.gov/pubmed/37881516
http://dx.doi.org/10.3389/fnbot.2023.1253761
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