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使用数字孪生计算模型模拟图像引导微波消融治疗

Simulation of Image-Guided Microwave Ablation Therapy Using a Digital Twin Computational Model.

作者信息

Servin Frankangel, Collins Jarrod A, Heiselman Jon S, Frederick-Dyer Katherine C, Planz Virginia B, Geevarghese Sunil K, Brown Daniel B, Jarnagin William R, Miga Michael I

机构信息

Department of Biomedical EngineeringVanderbilt University Nashville TN 37235 USA.

Vanderbilt Institute for Surgery and EngineeringVanderbilt University Nashville TN 37235 USA.

出版信息

IEEE Open J Eng Med Biol. 2023 Dec 27;5:107-124. doi: 10.1109/OJEMB.2023.3345733. eCollection 2024.

DOI:10.1109/OJEMB.2023.3345733
PMID:38445239
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10914207/
Abstract

Emerging computational tools such as healthcare digital twin modeling are enabling the creation of patient-specific surgical planning, including microwave ablation to treat primary and secondary liver cancers. Healthcare digital twins (DTs) are anatomically one-to-one biophysical models constructed from structural, functional, and biomarker-based imaging data to simulate patient-specific therapies and guide clinical decision-making. In microwave ablation (MWA), tissue-specific factors including tissue perfusion, hepatic steatosis, and fibrosis affect therapeutic extent, but current thermal dosing guidelines do not account for these parameters. This study establishes an MR imaging framework to construct three-dimensional biophysical digital twins to predict ablation delivery in livers with 5 levels of fat content in the presence of a tumor. Four microwave antenna placement strategies were considered, and simulated microwave ablations were then performed using 915 MHz and 2450 MHz antennae in (control), and at five grades of steatosis. Across the range of fatty liver steatosis grades, fat content was found to significantly increase ablation volumes by approximately 29-l42% in the Tumor Naïve and 55-60% in the in 915 MHz and 2450 MHz antenna simulations. The presence of tumor did not significantly affect ablation volumes within the same steatosis grade in 915 MHz simulations, but did significantly increase ablation volumes within mild-, moderate-, and high-fat steatosis grades in 2450 MHz simulations. An analysis of signed distance to agreement for placement strategies suggests that accounting for patient-specific tumor tissue properties significantly impacts ablation forecasting for the preoperative evaluation of ablation zone coverage.

摘要

诸如医疗保健数字孪生建模等新兴计算工具正在推动创建针对特定患者的手术规划,包括用于治疗原发性和继发性肝癌的微波消融。医疗保健数字孪生(DT)是基于结构、功能和生物标志物的成像数据构建的解剖学一对一生物物理模型,用于模拟针对特定患者的治疗并指导临床决策。在微波消融(MWA)中,包括组织灌注、肝脂肪变性和纤维化在内的组织特异性因素会影响治疗范围,但当前的热剂量指南并未考虑这些参数。本研究建立了一个磁共振成像框架,以构建三维生物物理数字孪生,用于预测存在肿瘤的情况下具有5种脂肪含量水平的肝脏中的消融效果。考虑了四种微波天线放置策略,然后使用915 MHz和2450 MHz天线在(对照)以及五种脂肪变性等级下进行模拟微波消融。在整个脂肪肝变性等级范围内,发现在915 MHz和2450 MHz天线模拟中,脂肪含量在无肿瘤情况下可使消融体积显著增加约29%-42%,在有肿瘤情况下可使消融体积显著增加55%-60%。在915 MHz模拟中,肿瘤的存在在相同脂肪变性等级内对消融体积没有显著影响,但在2450 MHz模拟中,在轻度、中度和重度脂肪变性等级内确实显著增加了消融体积。对放置策略的符号距离一致性分析表明,考虑患者特定的肿瘤组织特性会对消融区覆盖范围的术前评估的消融预测产生显著影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/820262bf637f/servi10-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/dcca32b22c13/servi1-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/e57a6266c9c8/servi2-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/182aaa537300/servi3-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/1ebb21a979b4/servi4-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/bc7f59807e46/servi5-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/bdff1ae39ba6/servi6-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/d5a6a418f2a5/servi7-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/a35feec11c6d/servi8-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/0ec36f73e62d/servi9-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/820262bf637f/servi10-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/dcca32b22c13/servi1-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/e57a6266c9c8/servi2-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/182aaa537300/servi3-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/1ebb21a979b4/servi4-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/bc7f59807e46/servi5-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/bdff1ae39ba6/servi6-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/d5a6a418f2a5/servi7-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/a35feec11c6d/servi8-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/0ec36f73e62d/servi9-3345733.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe41/10914207/820262bf637f/servi10-3345733.jpg

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