ablation zone

消融区
  • 文章类型: Journal Article
    肝肿瘤的微波消融(MWA)面临着诸如消融不足和过度消融的挑战,可能导致肿瘤破坏不足和对健康组织的损害。这项研究旨在开发个性化的三维(3D)模型来模拟肝脏肿瘤的MWA,结合患者特有的特征。主要目标是验证预测的消融区与临床结果的比较,在治疗前提供对MWA的见解,以促进准确的治疗计划。来自三名患者的对比增强CT图像用于创建3D模型。模拟使用耦合电磁波传播和生物传热来估计温度分布,预测肿瘤破坏和消融边缘。研究结果表明,一旦达到足够的边缘,长时间的消融并不能显着改善肿瘤的破坏。虽然它增加了组织损伤。临床消融区和预测消融区之间存在大量重叠。对于患者1,Dice评分为0.73,表明准确性高,灵敏度为0.72,特异性为0.76。对于患者2,Dice评分为0.86,灵敏度为0.79,特异性为0.96。对于患者3,Dice评分为0.8,灵敏度为0.85,特异性为0.74。患者特定的3D模型显示出准确预测消融区域和优化MWA治疗策略的潜力。
    Microwave ablation (MWA) of liver tumors presents challenges like under- and over-ablation, potentially leading to inadequate tumor destruction and damage to healthy tissue. This study aims to develop personalized three-dimensional (3D) models to simulate MWA for liver tumors, incorporating patient-specific characteristics. The primary objective is to validate the predicted ablation zones compared to clinical outcomes, offering insights into MWA before therapy to facilitate accurate treatment planning. Contrast-enhanced CT images from three patients were used to create 3D models. The simulations used coupled electromagnetic wave propagation and bioheat transfer to estimate the temperature distribution, predicting tumor destruction and ablation margins. The findings indicate that prolonged ablation does not significantly improve tumor destruction once an adequate margin is achieved, although it increases tissue damage. There was a substantial overlap between the clinical ablation zones and the predicted ablation zones. For patient 1, the Dice score was 0.73, indicating high accuracy, with a sensitivity of 0.72 and a specificity of 0.76. For patient 2, the Dice score was 0.86, with a sensitivity of 0.79 and a specificity of 0.96. For patient 3, the Dice score was 0.8, with a sensitivity of 0.85 and a specificity of 0.74. Patient-specific 3D models demonstrate potential in accurately predicting ablation zones and optimizing MWA treatment strategies.
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  • 文章类型: Journal Article
    目的:评估内在和外在条件对微波消融(MWA)后消融区体积(AZV)的影响。
    方法:使用NeuWavePR探针对38例初治肝肿瘤进行回顾性分析。消融在“标准模式”(65W,10分钟)或“手术模式”(95瓦,1分钟,然后是65瓦,10分钟)。在消融后立即从对比增强计算机断层扫描获得AZV测量值。
    结果:“标准模式”下的AZV比制造商预测的要小(长度3.6±0.6厘米,4.7厘米以下23%;宽度2.7±0.6,3.5厘米以下23%)。在28/32消融中,经过尖端的消融区限制为6mm。“手术模式”和“标准模式”之间的AZV差异不显着(15.6±7.8mL与13.9±8.8mL,p=0.6)。与转移相比,肝细胞癌(HCC)(n=19)的AZV明显更大(n=19;17.8±9.9mLvs.10.1±5.1mL,p=0.01)和非血管周围肿瘤位置(n=14)与血管周围位置(n=24,18.7±10.4mLvs.11.7±6.1mL,p=0.012),在双向方差分析中,这两个因素都保持显著(HCC与转移:p=0.02;血管周围vs.非血管周围肿瘤位置:p=0.044)。
    结论:与转移和非血管周围位置相比,在肝癌病例中可以预期更大的AZV。使用“手术模式”不会显着增加AZV。
    OBJECTIVE: Evaluation of the influence of intrinsic and extrinsic conditions on ablation zone volumes (AZV) after microwave ablation (MWA).
    METHODS: Retrospective analysis of 38 MWAs of therapy-naïve liver tumours performed with the NeuWave PR probe. Ablations were performed either in the \'standard mode\' (65 W, 10 min) or in the \'surgical mode\' (95 W, 1 min, then 65 W, 10 min). AZV measurements were obtained from contrast-enhanced computed tomography immediately post-ablation.
    RESULTS: AZVs in the \'standard mode\' were smaller than predicted by the manufacturer (length 3.6 ± 0.6 cm, 23% below 4.7 cm; width 2.7 ± 0.6, 23% below 3.5 cm). Ablation zone past the tip was limited to 6 mm in 28/32 ablations. Differences in AZV between the \'surgical mode\' and \'standard mode\' were not significant (15.6 ± 7.8 mL vs. 13.9 ± 8.8 mL, p = 0.6). AZVs were significantly larger in case of hepatocellular carcinomas (HCCs) (n = 19) compared to metastasis (n = 19; 17.8 ± 9.9 mL vs. 10.1 ± 5.1 mL, p = 0.01) and in non-perivascular tumour location (n = 14) compared to perivascular location (n = 24, 18.7 ± 10.4 mL vs. 11.7 ± 6.1 mL, p = 0.012), with both factors remaining significant in two-way analysis of variance (HCC vs. metastasis: p = 0.02; perivascular vs. non-perivascular tumour location: p = 0.044).
    CONCLUSIONS: Larger AZVs can be expected in cases of HCCs compared with metastases and in non-perivascular locations. Using the \'surgical mode\' does not increase AZV significantly.
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  • 文章类型: Journal Article
    目的:经皮热消融是原发性和转移性肝肿瘤的有效治疗方法,是早期肝细胞癌(HCC)的推荐局部治疗方法。报告的证据表明,在肝脏消融后的第一个24小时内,消融区体积增加。本报告将26例肝肿瘤微波消融完成时(T=0)的消融区体积与术后24小时(T=24)体积进行了比较。
    方法:20例患者,13名(65%)男性,在超声引导下总共进行了26次肝微波消融(MWA)。立即进行对比增强CT(CECT)或MRI,并在术后24小时进行另一次CECT。使用BioTrace软件进行消融区的评估和两次术后扫描的比较。术后CECT上消融区的扩展在每个方向上逐点匹配。测量每2个点之间的距离并按距离分组。然后将每个特定距离的发生率转换为百分比,首先分别针对每种情况,然后是所有案件。数据采用配对单侧t检验。
    结果:中位病变直径为1.5cm(范围0.5-3.3),其中16例(62%)HCC和9例肝转移(4例神经内分泌癌,4大肠癌,1乳腺癌,1胰腺癌)。数据显示消融后24小时体积膨胀大于30%(p=7.7e-5)。其中中位数扩张为57%。在超过35%的情况下,T=0和T=24之间的距离等于3-7mm。
    结论:术后24小时消融区扩张不均匀。最终消融区在手术时很难预测。在治疗近临界结构时,对消融区扩张的认识很重要,管理散热效果,并保留肝实质.
    OBJECTIVE: Percutaneous thermal ablation is an effective treatment for primary and metastatic liver tumors and is a recommended local therapy for early-stage hepatocellular carcinoma (HCC). Reported evidence shows an increase in the ablation zone volume over the first 24-h post-liver ablation. This report compares ablation zone volumes immediately at the completion (T = 0) of 26 microwave ablations of liver tumors to 24-h post-procedure (T = 24) volumes.
    METHODS: 20 patients, 13 (65%) males, underwent a total of 26 hepatic microwave ablations (MWA) under ultrasound guidance. Contrast-enhanced CT (CECT) or MRI was performed immediately and another CECT 24 h post operatively. Evaluation of the ablation zone and comparison of the two post-operative scans were done using BioTrace software. The expansion of ablation zones on post-op CECTs was matched point by point per direction. The distance between each 2 points was measured and grouped by distance. The incidence of each specific distance was then converted into a percentage, first for each case separately, then for all cases altogether. Data were tested by a matched paired one-sided t test.
    RESULTS: The median lesion diameter was 1.5 cm (range 0.5-3.3) with 16 (62%) HCC cases and 9 hepatic metastases (4 neuroendocrine carcinoma, 4 colorectal carcinomas, 1 breast carcinoma, 1 pancreatic cancer). The data show a consistent volume expansion greater than 30% (p = 7.7e-5) 24-h post-ablation, where the median expansion is 57%. Distances between T = 0 and T = 24 equal to 3-7 mm occur in over 35% of the cases.
    CONCLUSIONS: The ablation zone expansion at 24-h post-op was not uniform. The final ablation zone is difficult to predict at the time of the procedure. The awareness of the ablation zone expansion is important when treating near-critical structures, managing the heat sink effect, and preserving liver parenchyma.
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  • 文章类型: Journal Article
    本研究提出了一种用于确定MWA中消融区大小的测量原理,最终可以替代更昂贵的监测方法,如CT。测量方法基于微波传输测量。在离体牛肝上进行MWA实验以确定消融区。该设置使用在2.45GHz的工作频率下执行MWA的定制槽施加器和测量从施加器发射的波的定制蝴蝶结天线。此外,使用自定义测量探针来确定介电特性。使用时移分析来确定消融区的径向范围。以50W的功率进行10分钟的多次测量以显示再现性。结果表明,该方法可以提供可重复的结果来确定消融区,最大误差为4.11%。
    This study presents a measurement principle for determining the size of the ablation zone in MWA, which could ultimately form an alternative to more expensive monitoring approaches like CT. The measurement method is based on a microwave transmission measurement. A MWA is performed experimentally on ex vivo bovine liver to determine the ablation zone. This setup uses a custom slot applicator performing the MWA at an operating frequency of 2.45 GHz and a custom bowtie antenna measuring the waves transmitted from the applicator. Furthermore, a custom measurement probe is used to determine the dielectric properties. A time-shift analysis is used to determine the radial extent of the ablation zone. Several measurements are carried out with a power of 50 W for 10 min to show the reproducibility. The results show that this method can provide reproducible outcomes to determine the ablation zone with a maximum error of 4.11%.
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  • 文章类型: Journal Article
    由于单晶硅的高脆性和低断裂韧性的特点,其高精度和高质量的切割有很大的挑战。针对晶圆切割高效率的迫切需要,本文研究了不同激光工艺对激光切割坡口尺寸和加工影响区的影响规律。实验结果表明,激光切割单晶硅时,除了产生凹槽,在坡口两侧也会有一个加工影响区,两者的大小将直接影响到切削质量。擦拭材料表面切割产生的热产物后,基本可以消除切缝中的加工影响区和重铸层,以产生更宽的切缝,擦拭后的表面与切割前的表面基本相同。增加激光切割次数将增加材料的加工影响区的宽度和切屑去除后的凹槽宽度。当切割次数小于80时,增加切割次数将同时增加凹槽宽度;但是,切割次数超过80次后,凹槽宽度突然减小,然后缓慢增加。此外,激光扫描速度越低,切屑去除后,材料加工影响区的宽度和凹槽的宽度越大。激光频率的增加会增加裂纹宽度和切屑去除后的裂纹宽度,但会降低加工影响区的宽度。激光脉冲宽度对切割质量有一定的影响,但没有表现出规律性。当脉冲宽度为0.3ns时,切割质量最好,而当脉冲宽度为0.15ns时,切割质量最差。
    Due to the characteristics of high brittleness and low fracture toughness of monocrystalline silicon, its high precision and high-quality cutting have great challenges. Aiming at the urgent need of wafer cutting with high efficiency, this paper investigates the influence law of different laser processes on the size of the groove and the machining affected zone of laser cutting. The experimental results show that when laser cutting monocrystalline silicon, in addition to generating a groove, there will also be a machining affected zone on both sides of the groove and the size of both will directly affect the cutting quality. After wiping the thermal products generated by cutting on the material surface, the machining affected zone and the recast layer in the cutting seam can basically be eliminated to generate a wider cutting seam and the surface after wiping is basically the same as that before cutting. Increasing the laser cutting times will increase the width of the material\'s machining affected zone and the groove width after chip removal. When the cutting times are less than 80, increasing the cutting times will increase the groove width at the same time; but, after the cutting times exceed 80, the groove width abruptly decreases and then slowly increases. In addition, the lower the laser scanning speed, the larger the width of the material\'s machining affected zone and the width of the groove after chip removal. The increase in laser frequency will increase the crack width and the crack width after chip removal but decrease the machining affected zone width. The laser pulse width has a certain effect on the cutting quality but it does not show regularity. When the pulse width is 0.3 ns the cutting quality is the best and when the pulse width is 0.15 ns the cutting quality is the worst.
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  • 文章类型: Journal Article
    构建预后列线图,以预测微波消融(MWA)后甲状腺乳头状微小癌(PTMC)患者的消融区消失。
    从2020年4月至2022年4月,回顾性收集接受MWA治疗的PTMC患者。在第1天进行超声(US)或对比增强超声(CEUS),MWA消融后1、3、6、12、18、24个月不雅察疗效。音量,计算每个时间点消融区的体积减少率(VRR)和完全消失率.单因素和多因素logistic回归分析用于确定MWA后消融区消失的预后因素,并建立和验证了列线图。
    72例接受MWA的PTMC患者被纳入本研究。在MWA之后,无肿瘤进展(残留,复发或淋巴结转移)和发生主要术后并发症。28例(38.89%)患者在随访期间经MWA后消融区未完全消失。三个变量,包括年龄(赔率比[OR]:1.216),钙化类型(OR:12.283),多变量分析发现初始最大直径(OR:2.051)是预测MWA后消融区状态的独立预后因素.上述变量和结果通过列线图(C指数=0.847)可视化。
    MWA是一种安全有效的PTMC治疗方法。具有大钙化和较大大小PTMC的老年患者更不可能获得消融区的完全消失。消融区不完全消失与复发无关。
    To construct a prognostic nomogram to predict the ablation zone disappearance for patients with papillary thyroid microcarcinoma (PTMC) after microwave ablation (MWA).
    From April 2020 to April 2022, patients with PTMC who underwent MWA treatment were collected retrospectively. Ultrasound (US) or contrast-enhanced ultrasound (CEUS) was performed at 1 day, 1, 3, 6, 12, 18 and 24 months after MWA to observe the curative effect after ablation. The volume, volume reduction rate (VRR) and complete disappearance rate of the ablation zone at each time point were calculated. Univariate and multivariate logistic regression analysis were used to determine the prognostic factors associated with the disappearance of the ablation zone after MWA, and the nomogram was established and validated.
    72 patients with PTMCs underwent MWA were enrolled into this study. After MWA, no tumor progression (residual, recurrence or lymph node metastasis) and major postoperative complications occurred. The ablation zone in 28 (38.89%) patients did not completely disappear after MWA in the follow-up period. Three variables, including age (odds ratio [OR]: 1.216), calcification type (OR: 12.283), initial maximum diameter (OR: 2.051) were found to be independent prognostic factors predicting ablation zone status after MWA by multivariate analysis. The above variables and outcomes were visualized by nomogram (C-index=0.847).
    MWA was a safe and effective treatment for PTMC. Older patients with macrocalcification and larger size PTMCs were more unlikely to obtain complete disappearance of ablation zones. Incomplete disappearance of ablation zone was not related to recurrence.
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  • 文章类型: Journal Article
    微波消融(MWA)是肝细胞癌(HCC)的标准经皮局部治疗。据报道,下一代MWA比射频消融(RFA)产生更球形的消融区。我们比较了两个2.45GHzMWA消融探头的消融区和纵横比;Emprint®(13G)和Mimapro®(17G)。我们比较了肝细胞癌(HCC)患者MWA后的消融区与施加的能量。此外,我们调查了局部复发。
    我们纳入了20例肝癌患者,平均肿瘤直径为33.2±12.2mm,他使用Emprint®接受了MWA,和9例使用Mimapro®接受MWA的患者,平均肿瘤直径为31.1±10.5mm。两组均使用相同的功率设置进行相同的消融方案。MWA后获得的图像显示了治疗消融区和纵横比,使用三维图像分析软件进行测量和比较。
    Emprint®和Mimapro®组的纵横比分别为0.786±0.105和0.808±0.122,无显著性差异(p=0.604)。Mimapro®组的消融时间明显短于Emprint®组。爆裂频率或消融体积没有显着差异。两组局部复发差异无统计学意义。
    消融直径的纵横比没有显着差异,在这两种情况下,消融区几乎是球形的。17G的Mimapro®比13G的Emprint®侵入性小。
    UNASSIGNED: Microwave ablation (MWA) is a standard percutaneous local therapy for hepatocellular carcinoma (HCC). Next-generation MWA is reported to create a more spherical ablation zone than radiofrequency ablation (RFA). We compared the ablation zone and aspect ratio of two 2.45 GHz MWA ablation probes; Emprint® (13G) and Mimapro® (17G). We compared the ablation zone to the applied energy after MWA in patients with hepatocellular carcinoma (HCC). Furthermore, we investigated local recurrence.
    UNASSIGNED: We included 20 patients with HCC, with an average tumour diameter of 33.2 ± 12.2 mm, who underwent MWA using Emprint®, and 9 patients who underwent MWA using Mimapro® with an average tumour diameter of 31.1 ± 10.5 mm. Both groups underwent the same ablation protocol using the same power settings. The images obtained after MWA showed the treatment ablation zone and aspect ratio, which were measured and compared using three-dimensional image analysis software.
    UNASSIGNED: The aspect ratios in the Emprint® and Mimapro® groups were 0.786 ± 0.105 and 0.808 ± 0.122, respectively, with no significant difference (p = 0.604). The ablation time was significantly shorter in the Mimapro® group than in the Emprint® group, and there was no significant difference in the frequency of popping or the ablation volume. There were no significant differences in local recurrence between the two groups.
    UNASSIGNED: There was no significant difference in the aspect ratios of the ablation diameter, and the ablation zone was almost spherical in both cases. Mimapro® at 17G was less invasive than Emprint® at 13G.
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  • 文章类型: Journal Article
    UNASSIGNED:消融区(AZ)的范围在微波消融(MWA)的治疗效果中起着至关重要的作用。本研究的目的是分析影响AZ范围的因素。
    UNASSIGNED:包括四个方面的十四个因素:患者相关因素(性别,年龄),疾病相关因素(肿瘤位置,肝硬化),血清学因素(ALT,AST,总蛋白质,白蛋白,总胆红素,直接胆红素,和血小板),和MWA参数(消融时间,电源,和针头类型)。三位放射科医生使用3D切片器使用多序列MRI来描绘AZ。MATLAB用于计算AZ长度,宽度,和面积最大的部分。采用线性回归分析影响因素。此外,对病毒性肝炎患者进行了亚组分析.
    UNASSIGNED:在2010-2021年间纳入了220例患者,其中290例肿瘤。除了MWA参数,肝硬化和肿瘤位置是影响AZ的重要因素(p<0.001)。肝硬化的标准化系数(β)(肝硬化与非肝硬化)呈阳性,这意味着肝硬化会导致AZ范围的降低。肿瘤位置的β(靠近肝门区,中间区,和外围区)为阴性,表明AZ范围随着肿瘤位置接近肝门而降低。对于病毒性肝炎患者,纤维化4(FIB4)评分是影响AZ的显著因素(p<0.001),贝塔是负的,表明AZ范围随着FIB4的增加而降低。
    未经证实:肝硬化,肿瘤位置,和FIB4会影响AZ范围,在规划MWA参数时应予以考虑。
    The range of an ablation zone (AZ) plays a crucial role in the treatment effect of microwave ablation (MWA). The aim of this study was to analyze the factors influencing the AZ range.
    Fourteen factors in four areas were included: patient-related factors (sex, age), disease-related factors (tumor location, liver cirrhosis), serological factors (ALT, AST, total protein, albumin, total bilirubin, direct bilirubin, and platelets), and MWA parameters (ablation time, power, and needle type). Multiple sequence MRI was used to delineate AZ by three radiologists using 3D Slicer. MATLAB was used to calculate the AZ length, width, and area of the largest section. Linear regression analysis was used to analyze influencing factors. Moreover, a subgroup analysis was conducted for patients with viral hepatitis.
    220 patients with 290 tumors were included between 2010-2021. In addition to MWA parameters, cirrhosis and tumor location were significant factors that influenced AZ (p < 0.001). The standardized coefficient (beta) of cirrhosis (cirrhosis vs. non-cirrhosis) was positive, which meant cirrhosis would lead to a decrease in AZ range. The beta of tumor location (near the hepatic hilar zone, intermediate zone, and periphery zone) was negative, indicating that AZ range decreased as the tumor location approached the hepatic hilum. For viral hepatitis patients, Fibrosis 4 (FIB4) score was a significant factor influencing AZ (p < 0.001), and the beta was negative, indicating that AZ range decreased as FIB4 increased.
    Liver cirrhosis, tumor location, and FIB4 affect the AZ range and should be considered when planning MWA parameters.
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  • 文章类型: Journal Article
    热消融在肝肿瘤的治疗中提供了微创替代方案。几种类型的消融与不同的方法和适应症一起使用。然而,直到今天,由于形成了中央非导电边界层,消融尺寸仍然有限。在热消融中,该边界层由碳化形成。我们的目标是防止或延迟碳化,并随后增加消融尺寸。我们使用牛肝脏来比较消融直径和体积,由独立的激光涂抹器创建,与使用激光敷贴器和肝组织之间的间隔器时产生的那些。开发了两种间隔物变体:一种具有冷却液的封闭循环,一种具有进入肝组织的开放循环。我们发现,间隔物的存在显著增加了消融体积高达75.3cm3,当与独立的施加器相比时,增加了3.19倍(封闭间隔物)和3.02倍(开放间隔物)。间隔区变体之间也存在统计显著性,封闭间隔物产生的消融体积(p<0.001,MDiff=3.053,95%CI[1.612,4.493])和直径(p<0.001,MDiff=4.467,95%CI[2.648,6.285])明显大于开放间隔物。我们得出的结论是,间隔物的存在可能会增加消融尺寸。
    Thermal ablation offers a minimally invasive alternative in the treatment of hepatic tumours. Several types of ablation are utilised with different methods and indications. However, to this day, ablation size remains limited due to the formation of a central non-conductive boundary layer. In thermal ablation, this boundary layer is formed by carbonisation. Our goal was to prevent or delay carbonisation, and subsequently increase ablation size. We used bovine liver to compare ablation diameter and volume, created by a stand-alone laser applicator, with those created when utilising a spacer between laser applicator and hepatic tissue. Two spacer variants were developed: one with a closed circulation of cooling fluid and one with an open circulation into hepatic tissue. We found that the presence of a spacer significantly increased ablation volume up to 75.3 cm3, an increase of a factor of 3.19 (closed spacer) and 3.02 (open spacer) when compared to the stand-alone applicator. Statistical significance between spacer variants was also present, with the closed spacer producing a significantly larger ablation volume (p < 0.001, MDiff = 3.053, 95% CI[1.612, 4.493]) and diameter (p < 0.001, MDiff = 4.467, 95% CI[2.648, 6.285]) than the open spacer. We conclude that the presence of a spacer has the potential to increase ablation size.
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  • 文章类型: Journal Article
    肝细胞癌(HCC)已成为死亡的主要原因在最近几个世纪,随着新技术的出现,最近引入了几种热和冷冻消融技术。在这方面,微波消融(MWA)已发展成为一种有前途的热消融技术。然而,由于临床义务,体内分析是不可行的,并且由于组织的电特性和热特性的变化,离体分析是不准确的。因此,在这项研究中,与温度相关的介电常数,使用FEM(有限元方法)模型将电导率和热导率以及由于温度达到100°C以上而产生的相变效应结合起来。Further,使用iNMHA(交织正常模式螺旋天线)消融探头,使用二阶多项式曲线拟合对谐振频率(Δf)和反射系数(ΔS11)相对于实际值(5GHz空气中的天线参数)的变化进行建模,以预测30-70范围内的周围介电常数。观察到介电常数与实际值的最大偏差为0.8。然而,为了获得广义的方法论,使用XGBoost和CATBoost算法。Further,由于消融直径在实现最佳肿瘤消融中起着至关重要的作用,结合了具有三个不同优化器的ANN(人工神经网络)算法,以使用五个关键参数来预测消融直径。可以预测横向和轴向消融区域的这种ANN算法可以提供最佳消融结果。本文受版权保护。保留所有权利。
    Hepatocellular carcinoma has been the leading cause of death in recent centuries and with the advent of newer technologies, several thermal and cryo-ablation techniques have been introduced in the recent past. In this regard, microwave ablation has developed into a promising method for thermal ablation technique. However, due to clinical obligations, in-vivo analysis is not feasible and ex-vivo analysis is inaccurate due to changes in the electrical and thermal properties of the tissue. Therefore, in this study, temperature-dependent permittivity, electrical conductivity, and thermal conductivity along with phase change effect due to temperature reaching above 100°C are incorporated using finite element method model. Further, using an intertwined normal mode helical antenna ablation probe, a change in resonant frequency (Δf) and reflection coefficient (ΔS11 ) from the actual value (antenna parameter in the air at 5 GHz) is modeled using second-order polynomial curve fitting to predict the surrounding permittivity in the range of 30-70. A maximum deviation of 0.8 value in permittivity from the actual value is observed. However, to obtain a generalized methodology, XG Boost and CAT Boost algorithms are used. Further, since ablation diameter plays a crucial role in achieving optimal tumor ablation, an artificial neural network (ANN) algorithm with three different optimizers is incorporated to predict ablation diameter using five critical parameters. Such an ANN algorithm which can predict the transversal and axial ablation zone may provide optimal ablation outcomes.
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