Suppr超能文献

基于混合NSGA优化器的经皮肾镜取石术中柔性穿刺针穿刺路径规划算法

Puncture path planning algorithm of flexible needle in percutaneous nephrolithotomy with a hybrid NSGA optimizer.

作者信息

Wang Tianmu, Nie Zhenguo, Xu Yanjie, Su Boxing, Xie Fugui, Wang Jinsong, Li Jianxing, Liu Xin-Jun

机构信息

Department of Mechanical Engineering, Tsinghua University, Haidian District, Beijing, 100084, China; State Key Laboratory of Tribology in Advanced Equipment, Tsinghua University, Haidian District, Beijing, 100084, China; Beijing Key Lab of Precision Ultra-precision Manufacturing Equipments and Control, Tsinghua University, Haidian District, Beijing, 100084, China.

Department of Urology, Beijing Tsinghua Changgung Hospital, Changping District, Beijing, 102218, China; School of Clinical Medicine, Tsinghua University, Haidian District, Beijing, 100084, China.

出版信息

Comput Methods Programs Biomed. 2025 Jun;266:108763. doi: 10.1016/j.cmpb.2025.108763. Epub 2025 Apr 10.

Abstract

BACKGROUND

Percutaneous nephrolithotomy is the standard treatment for large or irregularly shaped kidney stones, especially staghorn calculus. However, establishing a precise and safe puncture is challenging and requires extensive training for the surgeon. Navigation surgery is a commonly employed technique that facilitates the puncture through generating a path before surgery. One critical challenge for navigation is skin-kidney path planning due to the complex anatomical deconstruction of the kidney as well as the irregular shape of kidney stones.

METHOD

In this paper, we propose a hybrid strategy puncture path planning algorithm, where we follow a 2-step flow path that considers the selection of puncture renal calyces and planning of a B-spine curve path. We imitate the decision-making process of the clinician in selecting the puncture calyx based on the projective area of the calculi to be cleared. We summarize subjective judgment and clinical experience during puncture, where parametric optimization indicators are proposed to realize the optimization of puncture path.

RESULTS

An optimal frontier consisting of puncture pathways focused on different puncture factors can be generated from the proposed algorithm, where the physician can choose the path that works best under real circumstances. Results in 2D simulation show that the planned pathway is similar to that planned by a urologist.

CONCLUSIONS

The proposed 2-Step hybrid strategy reaches a balance on both optimal effect and efficiency. This automatic planning method based on the long axis section of the kidney can quickly and autonomously provide physicians with a series of optimized puncture paths, and provide auxiliary guidance for clinicians, especially young physicians. Nevertheless, the proposed method shows considerable potential in percutaneous nephrolithotomy surgical demonstration and teaching, and can integrated into robotic surgical navigation system.

摘要

背景

经皮肾镜取石术是治疗大的或形状不规则的肾结石,尤其是鹿角形结石的标准方法。然而,建立精确且安全的穿刺具有挑战性,需要外科医生接受广泛培训。导航手术是一种常用技术,通过在手术前生成路径来辅助穿刺。由于肾脏复杂的解剖解构以及肾结石的不规则形状,导航的一个关键挑战是皮肤-肾脏路径规划。

方法

在本文中,我们提出一种混合策略穿刺路径规划算法,遵循两步流程路径,即考虑穿刺肾盏的选择和B样条曲线路径的规划。我们模仿临床医生基于待清除结石的投影面积选择穿刺肾盏的决策过程。我们总结穿刺过程中的主观判断和临床经验,提出参数优化指标以实现穿刺路径的优化。

结果

所提出的算法可以生成由关注不同穿刺因素的穿刺路径组成的最优前沿,医生可以选择在实际情况下效果最佳的路径。二维模拟结果表明,规划的路径与泌尿外科医生规划的路径相似。

结论

所提出的两步混合策略在最佳效果和效率之间达到了平衡。这种基于肾脏长轴截面的自动规划方法可以快速自主地为医生提供一系列优化的穿刺路径,并为临床医生,尤其是年轻医生提供辅助指导。尽管如此,所提出的方法在经皮肾镜取石术手术演示和教学中显示出相当大的潜力,并且可以集成到机器人手术导航系统中。

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验