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Experimental study for in vitro prostate cancer treatment with microwave ablation and pulsed electromagnetic field. 利用微波消融和脉冲电磁场治疗前列腺癌的体外实验研究。
IF 1.6 4区 生物学 Q3 BIOLOGY Pub Date : 2024-07-02 Epub Date: 2024-05-06 DOI: 10.1080/15368378.2024.2345606
Caner Murat, Adnan Kaya, Dilek Kaya, Mumin Alper Erdoğan

This paper presents the findings of a comprehensive study exploring the synergistic effects arising from the combination of microwave ablation and pulsed electromagnetic field (PEMF) therapy on prostate cancer cells. The research encompassed five distinct experimental groups, with continuous electric field measurements conducted during the entire treatment process. Group 1 and Group 2, subjected to microwave power below 350 W, exhibited specific electric field values of 72,800 V/m and 56,600 V/m, respectively. In contrast, Group 3 and Group 4, exposed to 80 W microwave power, displayed electric field levels of approximately 1450 V/m, while remaining free from any observable electrical discharges. The migratory and invasive capacities of PC3 cells were assessed through a scratch test in all groups. Notably, cells in Group 3 and Group 4, subjected to the combined treatment of microwave ablation and PEMF, demonstrated significantly accelerated migration in comparison to those in Groups 1 and 2. Additionally, Group 5 cells, receiving PEMF treatment in isolation, exhibited decreased migratory ability. These results strongly suggest that the combined approach of microwave ablation and PEMF holds promise as a potential therapeutic intervention for prostate cancer, as it effectively reduced cell viability, induced apoptosis, and impeded migration ability in PC3 cells. Moreover, the isolated use of PEMF demonstrated potential in limiting migratory capacity, which could hold critical implications in the fight against cancer metastasis.

本文介绍了一项综合研究的结果,该研究探索了微波消融与脉冲电磁场疗法相结合对前列腺癌细胞产生的协同效应。研究包括五个不同的实验组,在整个治疗过程中进行连续电场测量。微波功率低于 350 W 的第 1 组和第 2 组的比电场值分别为 72,800 V/m 和 56,600 V/m。相比之下,微波功率为 80 W 的第 3 组和第 4 组显示的电场水平约为 1450 V/m,同时没有任何可观察到的放电现象。PC3 细胞的迁移和侵袭能力是通过划痕试验评估的。值得注意的是,与第 1 组和第 2 组相比,第 3 组和第 4 组细胞在接受微波消融和 PEMF 的联合治疗后,迁移速度明显加快。此外,单独接受 PEMF 处理的第 5 组细胞的迁移能力下降。这些结果有力地表明,微波消融和 PEMF 联合疗法有望成为前列腺癌的一种潜在治疗干预手段,因为它能有效降低 PC3 细胞的存活率,诱导细胞凋亡,并阻碍其迁移能力。此外,PEMF 的单独使用也证明了其在限制迁移能力方面的潜力,这对抗击癌症转移具有重要意义。
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引用次数: 0
Electric and magnetic field pollution in near substations and investigation of anxiety and depressive effects on adult individuals living in this area 变电站附近的电场和磁场污染以及对生活在这一地区的成年人的焦虑和抑郁影响的调查
IF 1.7 4区 生物学 Q3 BIOLOGY Pub Date : 2024-05-03 DOI: 10.1080/15368378.2024.2348574
Cemil Sert, Nurdagül Başak, İbrahim Koruk
Exposure to electromagnetic fields causes a variety of health problems in living systems. We investigated EMF pollution in Şanlıurfa city center and also investigated anxiety-depression symptoms in...
暴露于电磁场会导致生物系统出现各种健康问题。我们调查了桑尼乌尔法市中心的电磁场污染情况,还调查了...
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引用次数: 0
Brain tumor classification for MRI images using dual-discriminator conditional generative adversarial network. 利用双判别条件生成对抗网络对核磁共振成像图像进行脑肿瘤分类。
IF 1.7 4区 生物学 Q3 BIOLOGY Pub Date : 2024-04-02 Epub Date: 2024-03-10 DOI: 10.1080/15368378.2024.2321352
Kalai Selvi T, A Sumaiya Begum, P Poonkuzhali, R Aarthi

This research focuses on improving the detection and classification of brain tumors using a method called Brain Tumor Classification using Dual-Discriminator Conditional Generative Adversarial Network (DDCGAN) for MRI images. The proposed system is implemented in the MATLAB programming language. In this study, images of the brain are taken from a dataset and processed to remove noise and enhance image quality. The brain pictures are taken from Brats MRI image dataset. The images are preprocessed using Structural interval gradient filtering to remove noises and improve the quality of the image. The preprocessing outcomes are given to feature extraction. The features are extracted by Empirical wavelet transform (EWT) and the extracted features are given to the Dual-discriminator conditional generative adversarial network (DDCGAN) for recognizing the brain tumor, which classifies the brain images into glioma, meningioma, pituitary gland, and normal. Then, the weight parameter of DDCGAN is optimized by utilizing Border Collie Optimization (BCO), which is a met a heuristic approach to handle the real world optimization issues. It maximizes the detection accurateness and reduced computational time. Implemented in MATLAB, the experimental results demonstrate that the proposed system achieves a high sensitivity of 99.58%. The BCO-DDCGAN-MRI-BTC method outperforms existing techniques in terms of precision and sensitivity when compared to methods like Kernel Basis SVM (KSVM-HHO-BTC), Joint Training of Two-Channel Deep Neural Network (JT-TCDNN-BTC), and YOLOv2 including Convolutional Neural Network (YOLOv2-CNN-BTC). The research findings indicate that the proposed method enhances the accuracy of brain tumor classification while reducing computational time and errors.

这项研究的重点是使用一种名为 "使用双判别条件生成对抗网络(DDCGAN)对核磁共振成像图像进行脑肿瘤分类 "的方法来改进脑肿瘤的检测和分类。该系统由 MATLAB 编程语言实现。在这项研究中,大脑图像取自一个数据集,并经过处理以去除噪声和提高图像质量。大脑图像取自 Brats MRI 图像数据集。使用结构区间梯度滤波法对图像进行预处理,以去除噪声并提高图像质量。预处理结果用于特征提取。通过经验小波变换(EWT)提取特征,并将提取的特征提供给双判别条件生成对抗网络(DDCGAN)用于识别脑肿瘤,该网络将脑部图像分为胶质瘤、脑膜瘤、垂体瘤和正常图像。然后,利用边界柯利优化法(Border Collie Optimization,BCO)优化 DDCGAN 的权重参数,这是一种处理现实世界优化问题的启发式方法。它能最大限度地提高检测准确性并减少计算时间。在 MATLAB 中实现的实验结果表明,该系统的灵敏度高达 99.58%。与核基础 SVM(KSVM-HHO-BTC)、双通道深度神经网络联合训练(JT-TCDNN-BTC)和包含卷积神经网络的 YOLOv2(YOLOv2-CNN-BTC)等方法相比,BCO-DDCGAN-MRI-BTC 方法在精度和灵敏度方面均优于现有技术。研究结果表明,所提出的方法提高了脑肿瘤分类的准确性,同时减少了计算时间和误差。
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引用次数: 0
The effect of 6GHz radiofrequency electromagnetic radiation on rat pain perception. 6GHz 射频电磁辐射对大鼠痛觉的影响
IF 1.7 4区 生物学 Q3 BIOLOGY Pub Date : 2024-04-02 Epub Date: 2024-03-24 DOI: 10.1080/15368378.2024.2331134
Mustafa Emre, Yasin Karamazi, Toygar Emre, Çağrı Avci, Cagatay Aydin, Sonia Ebrahimi, Ayper Boga Pekmezekmek

This paper presents data on pain perception in rats exposed to 6 GHz radiofrequency electromagnetic radiation (RF-EMR). Rats were divided into two groups: control (n = 10, 4 replicates per test) and RF-EMR exposed group (n = 10, 4 replicates per test). Nociceptive responses of the groups were measured using rodent analgesiometry. Rats were divided into control and RF-EMR exposed groups. Nociceptive responses were measured using rodent analgesiometry. RF-EMR exposed rats had a 15% delay in responding to hot plate thermal stimulation compared to unexposed rats. The delay in responding to radiant heat thermal stimulation was 21%. We determined that RF-EMR promoted the occurrence of pressure pain as statistical significance by + 42% (p < 0.001). We observed that RF-EMR exposure increased nociceptive pain by + 35% by promoting cold plate stimulation (p < 0.05). RF-EMR exposure did not affect thermal preference as statistical significance but did support the formation of pressure pain perception.

本文介绍了暴露于 6 GHz 射频电磁辐射(RF-EMR)的大鼠的痛觉数据。大鼠分为两组:对照组(n = 10,每次测试 4 个重复)和暴露于射频电磁辐射组(n = 10,每次测试 4 个重复)。使用啮齿动物镇痛法测量各组的痛觉反应。大鼠分为对照组和射频-电磁辐射暴露组。采用啮齿动物镇痛法测量大鼠的痛觉反应。与未暴露于射频-电磁辐射的大鼠相比,暴露于射频-电磁辐射的大鼠对热板热刺激的反应延迟了 15%。对辐射热热刺激的反应延迟为 21%。我们确定射频-电磁场促进压痛的发生率为 + 42%,具有统计学意义(P
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引用次数: 0
Study on the space field reconstruction method of the radial basis function of electromagnetic radiation under optimal parameters. 最优参数下的电磁辐射径向基函数空间场重建方法研究
IF 1.7 4区 生物学 Q3 BIOLOGY Pub Date : 2024-04-02 Epub Date: 2024-01-26 DOI: 10.1080/15368378.2024.2308118
Yurou Liang, Ping Duan, Jiajia Liu, Mingguo Wang, Jie Zhang

Electromagnetic radiation (EM) pollution has a certain impact on human life and health, and the reconstruction of the EM space field in this paper is of great practical significance for EM analysis and research. The radial basis function (RBF) sufficiently considers the influence of each sampling point and is more suitable for reconstructing the EM space field than other spatial interpolation methods. Currently, when RBF is used to reconstruct the EM space field, the optimal determination of the basis function and shape parameter (SP) is rarely considered. This ultimately leads to low reconstruction accuracy of the EM space field. Therefore, in this paper, the particle swarm optimization (PSO) is used to calculate the optimal SP of the RBF. On this basis, reliable EM space field reconstruction is performed, which helps people understand the EM distribution characteristics in actual situations from a visual perspective. The EM sampling data of a region on the Yunnan Normal University campus are used as the data source, and the RBF under the optimal parameters is used for EM reconstruction. The accuracy of its interpolation results is evaluated and compared and analyzed with inverse distance weighting (IDW) after distance index optimization. The results show that the RBF under optimal parameters reconstructs the EM space field with high accuracy and good effect, which can truly reflect the actual distribution of EM.

电磁辐射(EM)污染对人类的生活和健康有一定的影响,本文重建的电磁空间场对电磁分析和研究具有重要的现实意义。径向基函数(RBF)充分考虑了每个采样点的影响,比其他空间插值方法更适合重建电磁空间场。目前,在使用 RBF 重建电磁空间场时,很少考虑基函数和形状参数 (SP) 的最佳确定。这最终导致电磁空间场的重建精度较低。因此,本文采用粒子群优化(PSO)来计算 RBF 的最佳 SP。在此基础上,进行可靠的电磁空间场重建,帮助人们从直观角度了解实际情况下的电磁分布特征。以云南师范大学校园内某区域的电磁采样数据为数据源,利用最优参数下的 RBF 进行电磁重建。对其插值结果的精度进行了评估,并与距离指数优化后的反距离加权法(IDW)进行了对比分析。结果表明,最优参数下的 RBF 重建电磁空间场的精度高、效果好,能真实反映电磁的实际分布情况。
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引用次数: 0
The role of curcumin during pregnancy on the exposed fetuses' tissues of Wistar rats to electromagnetic field. 孕期姜黄素对Wistar大鼠胎儿组织暴露于电磁场的影响
IF 1.7 4区 生物学 Q3 BIOLOGY Pub Date : 2024-04-02 Epub Date: 2024-02-17 DOI: 10.1080/15368378.2024.2315214
Mohammad Hassan Kalantar, Parvin-Dokht Bayat, Sahar Ghaffari Khaligh, Homa Soleimani

To investigate curcumin (CUR) as the protector against the harmful effects of low-frequency electromagnetic field(LF- EMF, 50 Hz) during pregnancy period, 5 males and 15 females of Wistar rat mated and vaginal plaques were observed. Then, the pregnant rats were divided into six groups. During pregnancy(21 days), the EMF group was exposed to EMF for 30 min/day, the CUR group received a single dose of 50 mg/kg/daily CUR intraperitoneal, the EMF+CUR group was injected CUR and exposed to EMF daily. The DMSO(dimethyl sulfoxide) group was injected solvent of CUR (DMSO) intraperitoneal with the same volume of CUR solvent, the sham group was placed through the solenoid in the same conditions as the first group without exposure and the control group was kept in their cage in normal condition. After four weeks, babies born were divided according to the mother groups and sacrificed. Then, the three tissues injuries were investigated. EMF exposure led to an increase in outstanding necrotic areas in hippocampal tissue, an increase in the amount of hyperemia(p = 0.017) and necrotic(p = 0.005) in kidneys, and degeneration in liver tissue(p = 0.007) in the EMF group compared with EMF+CUR groups. A single dose of CUR daily during pregnancy can protect these tissues from injuries caused by LF-EMF exposure in rat fetuses.

为了研究姜黄素(CUR)对妊娠期低频电磁场(LF- EMF, 50 Hz)有害影响的保护作用,5只雄性和15只雌性Wistar大鼠交配并观察阴道斑块。然后,将妊娠大鼠分为六组。怀孕期间(21 天),EMF 组每天暴露于 EMF 30 分钟,CUR 组腹腔注射单剂量 50 毫克/千克/天的 CUR,EMF+CUR 组每天注射 CUR 并暴露于 EMF。DMSO(二甲基亚砜)组腹腔注射与CUR溶剂体积相同的CUR溶剂(DMSO),假组通过螺线管放置在与第一组相同的条件下,不暴露于电磁场,对照组在笼子里保持正常状态。四周后,将出生的婴儿按母亲组别分开并处死。然后,对三种组织损伤进行调查。与EMF+CUR组相比,暴露于EMF组会导致海马组织突出坏死区增加,肾脏充血量(p = 0.017)和坏死量(p = 0.005)增加,肝脏组织变性(p = 0.007)。大鼠胎儿在怀孕期间每天服用一剂 CUR 可以保护这些组织免受低频电磁场暴露造成的伤害。
{"title":"The role of curcumin during pregnancy on the exposed fetuses' tissues of Wistar rats to electromagnetic field.","authors":"Mohammad Hassan Kalantar, Parvin-Dokht Bayat, Sahar Ghaffari Khaligh, Homa Soleimani","doi":"10.1080/15368378.2024.2315214","DOIUrl":"10.1080/15368378.2024.2315214","url":null,"abstract":"<p><p>To investigate curcumin (CUR) as the protector against the harmful effects of low-frequency electromagnetic field(LF- EMF, 50 Hz) during pregnancy period, 5 males and 15 females of Wistar rat mated and vaginal plaques were observed. Then, the pregnant rats were divided into six groups. During pregnancy(21 days), the EMF group was exposed to EMF for 30 min/day, the CUR group received a single dose of 50 mg/kg/daily CUR intraperitoneal, the EMF+CUR group was injected CUR and exposed to EMF daily. The DMSO(dimethyl sulfoxide) group was injected solvent of CUR (DMSO) intraperitoneal with the same volume of CUR solvent, the sham group was placed through the solenoid in the same conditions as the first group without exposure and the control group was kept in their cage in normal condition. After four weeks, babies born were divided according to the mother groups and sacrificed. Then, the three tissues injuries were investigated. EMF exposure led to an increase in outstanding necrotic areas in hippocampal tissue, an increase in the amount of hyperemia(<i>p</i> = 0.017) and necrotic(<i>p</i> = 0.005) in kidneys, and degeneration in liver tissue(<i>p</i> = 0.007) in the EMF group compared with EMF+CUR groups. A single dose of CUR daily during pregnancy can protect these tissues from injuries caused by LF-EMF exposure in rat fetuses.</p>","PeriodicalId":50544,"journal":{"name":"Electromagnetic Biology and Medicine","volume":" ","pages":"71-80"},"PeriodicalIF":1.7,"publicationDate":"2024-04-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139747734","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparison of the therapeutic efficacy of magneto-LED therapy and magnetostimulation applied as the adjuvant treatment of venous leg ulcers - preliminary study. 作为静脉性腿部溃疡辅助治疗方法的磁LED疗法和磁刺激疗法的疗效比较--初步研究。
IF 1.7 4区 生物学 Q3 BIOLOGY Pub Date : 2024-04-02 Epub Date: 2024-03-06 DOI: 10.1080/15368378.2024.2325414
Jarosław Pasek, Sebastian Szajkowski, Grzegorz Cieślar

Purpose: Venous leg ulcers are chronic wounds that are difficult to cure. The aim of the study was to compare the therapeutic efficacy of two methods of physical medicine - magneto-LED therapy and magnetostimulation, applied as adjuvant treatment in the treatment of venous leg ulcers.

Methods: The study included 81 patients, 37 male (45.6%) and 44 female (54.3%) ones, age range between 45 and 90 years, with venous leg ulcers. The patients were assigned to two study groups: magneto-LED therapy (group 1) or magnetostimulation (group 2). In both groups, a total of 40 daily procedures were performed. Wound healing was evaluated using computerized planimetry and the pain intensity on numeric rating scale.

Results: After treatment, the decrease in healing rate in group 1 was statistically significantly higher in comparison to group 2 (p < 0.001), while a statistically significant reduction in the surface area of ulcers was obtained, amounting on the average from 6.34 ± 1.29 cm2 to 2.31 ± 1.25 cm2 in group 1 (p < 0.001), and from 6.52 ± 1.20 cm2 to 4.79 ± 1.17 cm2 in group 2 (p < 0.001). The percentage changes of ulcers area in group 1 (64.21 ± 17.94%) were statistically significantly greater as compared to group 2 (25.87 ± 14.07%) (p < 0.001). After treatment, the decrease in pain relief in group 1 was statistically significantly higher in comparison to group 2 (p = 0.006), while pain intensity after treatment decreased statistically significantly in both compared groups of patients (p < 0.001).

Conclusions: Magneto-LED therapy and magnetostimulation caused significant reduction of surface area of the treated venous leg ulcers and pain intensity, yet magneto-LED therapy was more efficient. Both evaluated methods also significantly reduced pain intensity.

目的:腿部静脉溃疡是一种难以治愈的慢性伤口。研究旨在比较两种物理疗法--磁LED疗法和磁刺激疗法--在治疗腿部静脉溃疡中的辅助治疗效果:研究对象包括 81 名腿部静脉溃疡患者,其中男性 37 名(45.6%),女性 44 名(54.3%),年龄在 45 岁至 90 岁之间。患者被分配到两个研究组:磁LED疗法(第1组)或磁刺激疗法(第2组)。两组患者每天共进行 40 次治疗。使用计算机平面测量法评估伤口愈合情况,并使用数字评分表评估疼痛强度:治疗后,与第二组相比,第一组的伤口愈合率下降明显(第一组为 2.31 ± 1.25 平方厘米,第二组为 4.79 ± 1.17 平方厘米(P = 0.006)),而两组患者治疗后的疼痛强度均明显下降(P 结论:第一组的伤口愈合率明显高于第二组(P = 0.006),而第二组的疼痛强度明显低于第一组(P = 0.006):磁LED疗法和磁刺激疗法可显著减少治疗后腿静脉溃疡的表面积和疼痛强度,但磁LED疗法更有效。两种评估方法都能明显减轻疼痛强度。
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引用次数: 0
Do blue light filter applications improve sleep outcomes? A study of smartphone users' sleep quality in an observational setting. 蓝光过滤应用程序能改善睡眠质量吗?一项关于智能手机用户睡眠质量的观察研究。
IF 1.7 4区 生物学 Q3 BIOLOGY Pub Date : 2024-04-02 Epub Date: 2024-03-10 DOI: 10.1080/15368378.2024.2327432
Marziye Rabiei, Seyed Jalil Masoumi, Masoud Haghani, Samaneh Nematolahi, Reza Rabiei, Seyed Mohammad Javad Mortazavi

Exposure to blue light at bedtime, suppresses melatonin secretion, postponing the sleep onset and interrupting the sleep process. Some smartphone manufacturers have introduced night-mode functions, which have been claimed to aid in improving sleep quality. In this study, we evaluate the impact of blue light filter application on decreasing blue light emissions and improving sleep quality. Participants in this study recorded the pattern of using their mobile phones through a questionnaire. In order to evaluate sleep quality, we used a PSQI questionnaire. Blue light filters were used by 9.7% of respondents, 9.7% occasionally, and 80% never. The mean score of PSQI was more than 5 in 54.10% of the participants and less than 5 in 45.90%. ANOVA test was performed to assess the relationship between using blue light filter applications and sleep quality (p-value = 0.925). The findings of this study indicate a connection between the use of blue light filter apps and habitual sleep efficiency in the 31-40 age group. However, our results align only to some extent with prior research, as we did not observe sustained positive effects on all parameters of sleep quality from the long-term use of blue light filtering apps. Several studies have found that blue light exposure can suppress melatonin secretion, exacerbating sleep problems. Some studies have reported that physical blue light filters, such as lenses, can affect melatonin secretion and improve sleep quality. However, the impact of blue light filtering applications remains unclear and debatable.

睡前接触蓝光会抑制褪黑激素的分泌,推迟入睡时间,干扰睡眠过程。一些智能手机制造商推出了夜间模式功能,据称有助于提高睡眠质量。在这项研究中,我们评估了蓝光过滤应用对减少蓝光辐射和改善睡眠质量的影响。本研究的参与者通过问卷记录了使用手机的模式。为了评估睡眠质量,我们使用了 PSQI 问卷。9.7%的受访者使用蓝光滤镜,9.7%的受访者偶尔使用,80%的受访者从不使用。54.10%的受访者的PSQI平均分高于5分,45.90%的受访者低于5分。为评估使用蓝光过滤应用软件与睡眠质量之间的关系,进行了方差分析测试(P 值 = 0.925)。本研究结果表明,在 31-40 岁年龄组中,使用蓝光过滤应用程序与习惯性睡眠效率之间存在联系。然而,我们的研究结果在一定程度上与之前的研究结果相吻合,因为我们没有观察到长期使用滤蓝光应用程序对睡眠质量的所有参数产生持续的积极影响。一些研究发现,蓝光照射会抑制褪黑激素的分泌,从而加剧睡眠问题。一些研究报告称,镜片等物理滤蓝光器可以影响褪黑激素的分泌,改善睡眠质量。然而,蓝光过滤应用的影响仍不明确,有待商榷。
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引用次数: 0
The influence of microwave ablation parameters on the positioning of trocar in different cancerous tissues: a numerical study. 微波消融参数对不同癌组织套管定位的影响:数值研究。
IF 1.7 4区 生物学 Q3 BIOLOGY Pub Date : 2024-04-02 Epub Date: 2024-03-27 DOI: 10.1080/15368378.2024.2333802
Vellavalapalli Satish, Ramjee Repaka

The present study analyzed the microwave ablation of cancerous tumors located in six major cancer-prone organs and estimated the significance of input power and treatment time parameters in the apt positioning of the trocar into the tissue during microwave ablation. The present study has considered a three-dimensional two-compartment tumour-embedded tissue model. FEA based COMSOL Multiphysics software with inbuilt bioheat transfer, electromagnetic waves, heat transfer in solids and fluids, and laminar flow physics has been used to obtain the numerical results. Based on the mortality rates caused by cancer, the present study has considered six major organs affected by cancer, viz. lung, breast, stomach/gastric, liver, liver (with colon metastasis), and kidney for MWA analysis. The input power (100 W) and ablation times (4 minutes) with apt and inapt positioning of the trocar have been considered to compare the ablation volume of various cancerous tissues. The present study addresses one of the major problems clinicians face, i.e. the proper placement of the trocar due to poor imaging techniques and human error, resulting in incomplete tumor ablation and increased surgical procedures. The highest values of the ablation region have been observed for the liver, colon metastatic liver and breast cancerous tissues compared with other organs at the same operating conditions.

本研究分析了微波消融六大癌症易发器官中的癌症肿瘤,并估算了输入功率和治疗时间参数对微波消融过程中套管在组织中准确定位的重要性。本研究考虑了三维两室肿瘤嵌入组织模型。为获得数值结果,使用了基于有限元分析的 COMSOL Multiphysics 软件,该软件内置生物传热、电磁波、固体和流体中的传热以及层流物理学。根据癌症造成的死亡率,本研究考虑了受癌症影响的六个主要器官,即肺、乳腺、胃/胃、肝脏、肝脏(结肠转移)和肾脏进行 MWA 分析。输入功率(100 W)和消融时间(4 分钟)以及套管的适当和不适当定位都被考虑在内,以比较各种癌症组织的消融量。本研究解决了临床医生面临的主要问题之一,即由于成像技术不佳和人为失误造成的套管针位置不当,从而导致肿瘤消融不完全和手术程序增加。在相同的操作条件下,与其他器官相比,肝脏、结肠转移性肝脏和乳腺癌组织的消融区域值最高。
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引用次数: 0
Self-attention-based generative adversarial network optimized with color harmony algorithm for brain tumor classification. 基于自我注意的生成对抗网络,利用色彩和谐算法优化脑肿瘤分类。
IF 1.7 4区 生物学 Q3 BIOLOGY Pub Date : 2024-04-02 Epub Date: 2024-02-18 DOI: 10.1080/15368378.2024.2312363
Senthil Pandi S, Senthilselvi A, Kumaragurubaran T, Dhanasekaran S

This paper proposes a novel approach, BTC-SAGAN-CHA-MRI, for the classification of brain tumors using a SAGAN optimized with a Color Harmony Algorithm. Brain cancer, with its high fatality rate worldwide, especially in the case of brain tumors, necessitates more accurate and efficient classification methods. While existing deep learning approaches for brain tumor classification have been suggested, they often lack precision and require substantial computational time.The proposed method begins by gathering input brain MR images from the BRATS dataset, followed by a pre-processing step using a Mean Curvature Flow-based approach to eliminate noise. The pre-processed images then undergo the Improved Non-Sub sampled Shearlet Transform (INSST) for extracting radiomic features. These features are fed into the SAGAN, which is optimized with a Color Harmony Algorithm to categorize the brain images into different tumor types, including Gliomas, Meningioma, and Pituitary tumors. This innovative approach shows promise in enhancing the precision and efficiency of brain tumor classification, holding potential for improved diagnostic outcomes in the field of medical imaging. The accuracy acquired for the brain tumor identification from the proposed method is 99.29%. The proposed BTC-SAGAN-CHA-MRI technique achieves 18.29%, 14.09% and 7.34% higher accuracy and 67.92%,54.04%, and 59.08% less Computation Time when analyzed to the existing models, like Brain tumor diagnosis utilizing deep learning convolutional neural network with transfer learning approach (BTC-KNN-SVM-MRI); M3BTCNet: multi model brain tumor categorization under metaheuristic deep neural network features optimization (BTC-CNN-DEMFOA-MRI), and efficient method depending upon hierarchical deep learning neural network classifier for brain tumour categorization (BTC-Hie DNN-MRI) respectively.

本文提出了一种新方法--BTC-SAGAN-CHA-MRI,利用色彩和谐算法优化的 SAGAN 对脑肿瘤进行分类。脑癌在全球致死率很高,尤其是脑肿瘤,因此需要更准确、更高效的分类方法。虽然现有的脑肿瘤分类深度学习方法已被提出,但它们往往缺乏精确性,而且需要大量的计算时间。拟议的方法首先从 BRATS 数据集中收集输入的脑部 MR 图像,然后使用基于平均曲率流的方法进行预处理,以消除噪声。预处理后的图像再经过改进的非子采样剪切变换(INSST),以提取放射体特征。这些特征被输入 SAGAN,SAGAN 通过色彩和谐算法进行优化,将大脑图像分为不同的肿瘤类型,包括胶质瘤、脑膜瘤和垂体瘤。这种创新方法有望提高脑肿瘤分类的精确度和效率,为改善医学成像领域的诊断结果带来潜力。该方法识别脑肿瘤的准确率为 99.29%。拟议的 BTC-SAGAN-CHA-MRI 技术的准确率分别提高了 18.29%、14.09% 和 7.34%,计算时间分别减少了 67.92%、54.04% 和 59.08%。与现有模型相比,计算时间分别减少了 18.29%、14.09% 和 7.34%,计算量分别减少了 67.92%、54.04% 和 59.08%,这些模型包括:利用深度学习卷积神经网络与迁移学习方法进行脑肿瘤诊断(BTC-KNN-SVM-MRI);M3BTCNet:元启发式深度神经网络特征优化下的多模型脑肿瘤分类(BTC-CNN-DEMFOA-MRI);以及基于分层深度学习神经网络分类器进行脑肿瘤分类的高效方法(BTC-Hie DNN-MRI)。
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Electromagnetic Biology and Medicine
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