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体内可行性研究:评估磁共振成像引导经会阴手术中自主数据驱动的机器人针轨迹校正

In Vivo Feasibility Study: Evaluating Autonomous Data-Driven Robotic Needle Trajectory Correction in MRI-Guided Transperineal Procedures.

作者信息

Bernardes Mariana C, Moreira Pedro, Lezcano Dimitri, Foley Lori, Tuncali Kemal, Tempany Clare, Kim Jin Seob, Hata Nobuhiko, Iordachita Iulian, Tokuda Junichi

机构信息

Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.

Johns Hopkins University, Baltimore, MD 21218, USA.

出版信息

IEEE Robot Autom Lett. 2024 Oct;9(10):8975-8982. doi: 10.1109/lra.2024.3455940. Epub 2024 Sep 6.

DOI:10.1109/lra.2024.3455940
PMID:39371576
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11448709/
Abstract

This study addresses the targeting challenges in MRI-guided transperineal needle placement for prostate cancer (PCa) diagnosis and treatment, a procedure where accuracy is crucial for effective outcomes. We introduce a parameter-agnostic trajectory correction approach incorporating a data-driven closed-loop strategy by radial displacement and an FBG-based shape sensing to enable autonomous needle steering. In an animal study designed to emulate clinical complexity and assess MRI compatibility through a PCa mock biopsy procedure, our approach demonstrated a significant improvement in targeting accuracy (p<0.05), with mean target error of only 2.2 ± 1.9 mm on first insertion attempts, without needle reinsertions. To the best of our knowledge, this work represents the first evaluation of robotic needle steering with FBG-sensor feedback, marking a significant step towards its clinical translation.

摘要

本研究探讨了磁共振成像(MRI)引导下经会阴穿刺针置入术在前列腺癌(PCa)诊断和治疗中的靶向挑战,该手术的准确性对于有效治疗结果至关重要。我们引入了一种与参数无关的轨迹校正方法,该方法结合了基于径向位移的数据驱动闭环策略和基于光纤布拉格光栅(FBG)的形状传感技术,以实现穿刺针的自主操控。在一项旨在模拟临床复杂性并通过PCa模拟活检程序评估MRI兼容性的动物研究中,我们的方法在靶向准确性方面有显著提高(p<0.05),首次插入尝试时平均目标误差仅为2.2±1.9毫米,无需重新插入穿刺针。据我们所知,这项工作代表了对具有FBG传感器反馈的机器人穿刺针操控的首次评估,朝着其临床转化迈出了重要一步。

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本文引用的文献

1
Lie-Group Theoretic Approach to Shape-Sensing Using FBG-Sensorized Needles Including Double-Layer Tissue and S-Shape Insertions.基于李群理论的光纤光栅传感针形状感知方法,包括双层组织和S形插入。
IEEE Sens J. 2022 Nov 15;22(22):22232-22243. doi: 10.1109/jsen.2022.3212209. Epub 2022 Oct 11.
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Data-driven adaptive needle insertion assist for transperineal prostate interventions.基于数据驱动的经会阴前列腺介入自适应进针辅助系统。
Phys Med Biol. 2023 May 15;68(10). doi: 10.1088/1361-6560/accefa.
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Toward FBG-Sensorized Needle Shape Prediction in Tissue Insertions.
面向组织插入过程中光纤布拉格光栅(FBG)传感针形状预测
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3-D Path-Following Control for Steerable Needles With Fiber Bragg Gratings in Multi-Core Fibers.用于多芯光纤中带有光纤布拉格光栅的可控针的三维路径跟踪控制
IEEE Trans Biomed Eng. 2023 Mar;70(3):1072-1085. doi: 10.1109/TBME.2022.3209149. Epub 2023 Feb 17.
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Axially rigid steerable needle with compliant active tip control.轴向刚性可控导向针,具有顺应性主动尖端控制。
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MRI-Targeted or Standard Biopsy in Prostate Cancer Screening.MRI 靶向或标准活检在前列腺癌筛查中的应用。
N Engl J Med. 2021 Sep 2;385(10):908-920. doi: 10.1056/NEJMoa2100852. Epub 2021 Jul 9.
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Path Replanning for Orientation-Constrained Needle Steering.基于方向约束的导向针路径重规划。
IEEE Trans Biomed Eng. 2021 May;68(5):1459-1466. doi: 10.1109/TBME.2021.3060470. Epub 2021 Apr 21.
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System Integration and Preliminary Clinical Evaluation of a Robotic System for MRI-Guided Transperineal Prostate Biopsy.用于MRI引导经会阴前列腺穿刺活检的机器人系统的系统集成与初步临床评估
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Evaluation of robot-assisted MRI-guided prostate biopsy: needle path analysis during clinical trials.机器人辅助 MRI 引导下前列腺活检的评估:临床试验中的针道分析。
Phys Med Biol. 2018 Oct 16;63(20):20NT02. doi: 10.1088/1361-6560/aae214.
10
Closed-Loop Active Compensation for Needle Deflection and Target Shift During Cooperatively Controlled Robotic Needle Insertion.协作式机器人控制下经皮穿刺过程中针体偏折与靶标移位的闭环主动补偿
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