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Neuro-computational simulation of blood flow loaded with gold and maghemite nanoparticles inside an electromagnetic microchannel under rapid and unexpected change in pressure gradient. 电磁微通道内载金和磁赤铁矿纳米颗粒在压力梯度快速和意外变化下的血流神经计算模拟。
IF 1.6 4区 生物学 Q3 BIOLOGY Pub Date : 2025-01-01 Epub Date: 2025-01-29 DOI: 10.1080/15368378.2025.2453923
Poly Karmakar, Sukanya Das, Sayan Das, Sanatan Das

In cardiovascular research, electromagnetic fields generated by Riga plates are utilized to study or manipulate blood flow dynamics, which is particularly crucial in developing treatments for conditions such as arterial plaque deposition and understanding blood behavior under varied flow conditions. This research predicts the flow patterns of blood enhanced with gold and maghemite nanoparticles (gold-maghemite/blood) in an electromagnetic microchannel influenced by Riga plates with a temperature gradient that decays exponentially, under sudden changes in pressure gradient. The flow modeling includes key physical influences like radiation heat emission and Darcy drag forces in porous media, with the flow mathematically represented through unsteady partial differential equations solved using the Laplace transform (LT) method. Results, including shear stress (SS) and rate of heat transfer (RHT), are graphically detailed, demonstrating changes in blood velocity profile with modifications in the Hartmann number and the width of electrodes, and differences in temperature and RHT between hybrid nano-blood (HNB) and nano-blood (NB). The key results indicate an increase in blood velocity distribution with higher modified Hartmann number, and a decrease with wider electrodes. Temperature is elevated in both hybrid nano-blood (HNB) and nano-blood (NB). Notably, HNB with gold and maghemite enhances heat transmission in the flow. Furthermore, an artificial intelligence-driven methodology employing an artificial neural network (ANN) has been incorporated to facilitate rapid and precise evaluations of SS and RHT, demonstrating remarkable predictive accuracy. The proposed algorithm exhibits outstanding accuracy, achieving 99.998% on the testing dataset and 96.843% during cross-validation for predicting SS, and 100% on the testing dataset, and 95.008% during cross-validation for predicting RHT. The implementation of nanotechnology with artificial intelligence promises new tools for doctors and surgeons, potentially transforming patient care in fields such as oncology, cardiology, and radiology. This model also facilitates the generation of precise electromagnetic fields to guide drug-loaded magnetic nanoparticles for applications in targeted drug delivery, hyperthermia treatment, MRI contrast enhancement, blood flow monitoring, cancer treatment, and controlled drug release.

在心血管研究中,Riga板产生的电磁场被用来研究或操纵血流动力学,这对于开发治疗动脉斑块沉积等疾病和了解不同血流条件下的血液行为尤为重要。这项研究预测了在压力梯度突然变化的情况下,受温度梯度呈指数衰减的里加板影响的电磁微通道中,金和磁铁矿纳米颗粒(金-磁铁矿/血液)增强的血液流动模式。流动建模包括多孔介质中辐射热辐射和达西阻力等关键物理影响,流动通过非定常偏微分方程进行数学表示,采用拉普拉斯变换(LT)方法求解。结果,包括剪切应力(SS)和热传递率(RHT),以图形详细显示了血液速度分布随哈特曼数和电极宽度的变化,以及混合纳米血(HNB)和纳米血(NB)之间温度和RHT的差异。关键结果表明,修正哈特曼数越高,血流速度分布增加,电极越宽,血流速度分布减少。混合纳米血(HNB)和纳米血(NB)的温度都升高。值得注意的是,含金和磁铁矿的HNB增强了流体中的传热。此外,采用人工神经网络(ANN)的人工智能驱动方法促进了对SS和RHT的快速和精确评估,显示出显著的预测准确性。该算法在预测SS的交叉验证中,准确率达到99.998%和96.843%;在预测RHT的交叉验证中,准确率达到100%和95.008%。纳米技术与人工智能的结合为医生和外科医生提供了新的工具,可能会改变肿瘤学、心脏病学和放射学等领域的病人护理。该模型还有助于产生精确的电磁场来引导载药磁性纳米颗粒,用于靶向药物递送、热疗治疗、MRI对比增强、血流监测、癌症治疗和药物控制释放。
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引用次数: 0
Molecular hydrogen mitigates NEMP-induced male reproductive cells apoptosis via scavenging ROS. 氢分子通过清除活性氧减轻nemp诱导的雄性生殖细胞凋亡。
IF 1.5 4区 生物学 Q3 BIOLOGY Pub Date : 2025-01-01 Epub Date: 2025-06-06 DOI: 10.1080/15368378.2025.2513901
Long Ma, Shijun Bao, Xiwen Yang, Hanyue Liu, Yanlan Xiao, Xiaoting Lin, Xinyue Cui, Qingwei Zhao, Jia-Feng Wang, Hongli Yan, Zhiyong Liu, Youxiang Guo, Jiaming Guo

Nuclear electromagnetic pulse (NEMP) as a public hygiene issue has aroused increasing attention. Recent research has demonstrated that NEMP can disrupt the male reproductive system. Molecular hydrogen, a selective hydroxyl radical scavenger, has been shown to have the protective effects against many diseases closely associated with oxidative damage. We sought to characterize the beneficial effects of molecular hydrogen on the male reproductive cells. GC-1 spermatogonial cells and TM-3 Leydig cells, two well-established male reproductive cell lines, were exposed to NEMP. Finally, we employed transcriptomic sequencing to explore the transcriptional changes in male reproductive cells induced by NEMP exposure. For the intervention, cells were incubated in hydrogen gas (H2 75%, O2 20%, and CO2 5%) for 1 h. NEMP exposure induced damage to both GC-1 and TM-3 cells, resulting in decreased cell viability and increased apoptosis rates. However, intervention with molecular hydrogen significantly mitigated this damage. Specifically, molecular hydrogen reduced the production of ROS and restored mitochondrial function, thereby alleviating oxidative stress and apoptosis. Transcriptomic sequencing analysis showed that NEMP affected the molecular function term antioxidant activity, particularly Gstp2, a gene predicted to be located in the mitochondria to promote glutathione transferase activity. Hence, molecular hydrogen is a promising protective agent against NEMP in the mechanism that other antioxidants cannot be available.

核电磁脉冲(NEMP)作为一个公共卫生问题已引起越来越多的关注。最近的研究表明,NEMP可以扰乱男性生殖系统。分子氢是一种选择性羟基自由基清除剂,已被证明对许多与氧化损伤密切相关的疾病具有保护作用。我们试图描述氢分子对男性生殖细胞的有益作用。GC-1精原细胞和TM-3间质细胞是两种成熟的雄性生殖细胞系。最后,我们利用转录组测序技术探讨了NEMP暴露诱导的雄性生殖细胞的转录变化。为了进行干预,将细胞在氢气(H2 75%, O2 20%, CO2 5%)中孵育1小时。NEMP暴露诱导GC-1和TM-3细胞损伤,导致细胞活力下降和凋亡率增加。然而,氢分子干预显著减轻了这种损害。具体来说,氢分子可以减少ROS的产生,恢复线粒体功能,从而减轻氧化应激和细胞凋亡。转录组测序分析显示,NEMP影响了分子功能项抗氧化活性,特别是Gstp2,一个被预测位于线粒体中促进谷胱甘肽转移酶活性的基因。因此,在其他抗氧化剂所不能达到的机制上,氢分子是一种很有前途的抗NEMP保护剂。
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引用次数: 0
Protective effects of quercetin against 3.5 GHz RF radiation-induced thyroid dysfunction and oxidative stress in rats. 槲皮素对3.5 GHz射频辐射诱导大鼠甲状腺功能障碍和氧化应激的保护作用。
IF 1.5 4区 生物学 Q3 BIOLOGY Pub Date : 2025-01-01 Epub Date: 2025-07-08 DOI: 10.1080/15368378.2025.2528732
Hava Bektas, Burcu Buse Bese Akgun, Serife Cakir, Semih Dogu, Bedia Ahnas

The global expansion of 5 G communication networks has heightened concerns about the biological effects of high-frequency radiofrequency (RF) radiation, particularly on endocrine organs such as the thyroid gland. This study investigated the effects of 3.5 GHz RF radiation on thyroid hormone levels and oxidative stress markers in male Wistar rats and assessed the potential protective role of quercetin, a natural antioxidant. Twenty-eight rats were randomly assigned to four groups: Sham, RF, Quercetin, and RF + Quercetin. RF exposure was administered at 3.5 GHz (2 W) for 2 hours/day, 5 days/week, for 30 days. Quercetin (20 mg/kg) was administered intraperitoneally. Serum levels of T3, T4, and TSH, as well as thyroid tissue levels of TAS, TOS, GSH, and MDA, were analyzed using ELISA. RF exposure significantly decreased T3 and T4, increased TSH, elevated MDA and TOS, and reduced TAS and GSH levels. Quercetin treatment showed trends toward reversing some of these effects, although not all changes reached statistical significance. SAR simulations confirmed higher energy absorption in the thyroid region (average SAR: 1.128 W/kg). These findings suggest that 3.5 GHz RF radiation may impair thyroid function and redox homeostasis, and that quercetin may exert limited biochemical protection, though further studies are needed to confirm its efficacy. Further long-term molecular studies are warranted to elucidate the mechanisms involved.

5g通信网络的全球扩张加剧了人们对高频射频(RF)辐射的生物效应的关注,特别是对甲状腺等内分泌器官的影响。本研究研究了3.5 GHz射频辐射对雄性Wistar大鼠甲状腺激素水平和氧化应激标志物的影响,并评估了天然抗氧化剂槲皮素的潜在保护作用。28只大鼠随机分为4组:Sham组、RF组、槲皮素组、RF +槲皮素组。以3.5 GHz (2w)频率暴露,每天2小时,每周5天,共30天。槲皮素(20 mg/kg)腹腔注射。采用ELISA法分析血清T3、T4、TSH水平及甲状腺组织TAS、TOS、GSH、MDA水平。RF暴露显著降低T3和T4,升高TSH,升高MDA和TOS,降低TAS和GSH水平。槲皮素治疗显示出逆转这些影响的趋势,尽管并非所有的变化都具有统计学意义。SAR模拟证实了甲状腺区域更高的能量吸收(平均SAR: 1.128 W/kg)。这些发现表明,3.5 GHz射频辐射可能损害甲状腺功能和氧化还原稳态,槲皮素可能发挥有限的生化保护作用,但需要进一步的研究来证实其有效性。需要进一步的长期分子研究来阐明所涉及的机制。
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引用次数: 0
Effect of 60 Hz magnetic fields on social feeding behavior of npr-1 receptor mutants in Caenorhabditis elegans. 60 Hz磁场对秀丽隐杆线虫npr-1受体突变体社会摄食行为的影响
IF 1.5 4区 生物学 Q3 BIOLOGY Pub Date : 2025-01-01 Epub Date: 2025-06-26 DOI: 10.1080/15368378.2025.2523773
Makiko Kakikawa, Ami Kenmochi, Sotoshi Yamada

Previous studies indicated that magnetic fields (MF) could alter the conformation of membrane proteins such as some drug influx transporters and affect their function. In this study, we focused on two mutants of npr-1 receptor gene related to feeding behavior in Caenorhabditis elegans (C. elegans) to investigate the effect of 60 Hz, 50 mT MF on a receptor in neurotransmission. The wild-type laboratory strain Bristol N2 in C. elegans forages solitary on the E. coli lawn, whereas npr-1 mutant of N2 aggregate on food and take on social feeding behavior because of its altered function. Under MF exposure, the number of aggregates exhibiting social feeding behavior on two mutants, IM222 and DA609, was decreased by 40% and 25%, respectively. Meanwhile, npr-1 is not involved in the behavior to attractant diacetyl in C. elegans, and the moving speed and reach rate to attractant in two mutants was not affected by MF exposure for up to 90 min. The results indicate that MF can affect the altered function of NPR-1 in mutant strains and partially change the feeding behaviour of the npr-1 mutants from social to solitary. Furthermore, considering the position of these amino acid substitutions in NPR-1 mutant receptors, the extracellular parts of membrane protein may be more affected by MF than the transmembrane part.

以往的研究表明,磁场可以改变膜蛋白(如某些药物内流转运蛋白)的构象并影响其功能。本研究以秀丽隐杆线虫(C. elegans)两种与摄食行为相关的npr-1受体基因突变体为研究对象,研究60 Hz、50 mT的MF对一种神经传递受体的影响。秀丽隐杆线虫的野生型实验室菌株Bristol N2在大肠杆菌草坪上独自觅食,而npr-1突变株N2由于功能改变而聚集在食物上并采取社会摄食行为。在MF暴露下,对两个突变体IM222和DA609表现出社会摄食行为的聚集体数量分别减少了40%和25%。同时,npr-1不参与秀丽隐杆线虫对引诱剂二乙酰的行为,两个突变体对引诱剂的移动速度和到达率在90 min内不受MF暴露的影响。结果表明,MF可以影响突变株中NPR-1的功能改变,并部分改变NPR-1突变体从社会性到独居性的摄食行为。此外,考虑到这些氨基酸取代在NPR-1突变受体中的位置,膜蛋白的细胞外部分可能比跨膜部分更容易受到MF的影响。
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引用次数: 0
Ubiquitous extremely low frequency electromagnetic fields induces anxiety-like behavior: mechanistic perspectives. 无处不在的极低频电磁场诱发焦虑样行为:机理视角。
IF 1.6 4区 生物学 Q3 BIOLOGY Pub Date : 2024-10-01 Epub Date: 2024-07-29 DOI: 10.1080/15368378.2024.2380305
Ehsan Hosseini

Anxiety is an adaptive condition characterized by heightened uneasiness, which in the long term can cause complications such as reducing the quality of life and problems related to the mental and physical health. Concerns have been raised regarding the potential dangers of extremely low frequency electromagnetic fields (ELF-EMF) ranging from 3 to 3000 Hz, which are omnipresent in our daily lives and there have been studies about the anxiogenic effects of these fields. Studies conducted in this specific area has revealed that ELF-EMF can have an impact on various brain regions, such as the hippocampus. In conclusion, studies have shown that ELF-EMF can interfere with hippocampus-prefrontal cortex pathway, inducing anxiety behavior. Also, ELF-EMF may initiate anxiety behavior by generating oxidative stress in hypothalamus and hippocampus. Moreover, ELF-EMF may induce anxiety behavior by reducing hippocampus neuroplasticity and increasing the NMDA2A receptor expression in the hippocampus. Furthermore, supplementation with antioxidants could serve as an effective protective measure against the adverse effects of FLF-FMF in relation to anxiety behavior.

焦虑是一种适应性症状,其特点是高度不安,长期焦虑会导致并发症,如降低生活质量以及与身心健康有关的问题。人们对 3 至 3000 赫兹的极低频电磁场(ELF-EMF)的潜在危险表示担忧,因为这些电磁场在我们的日常生活中无处不在,而且已有关于这些电磁场致焦虑效应的研究。在这一特定领域进行的研究表明,ELF-EMF 会对大脑的不同区域(如海马体)产生影响。总之,研究表明,ELF-EMF 可干扰海马-前额叶皮层通路,诱发焦虑行为。此外,ELF-EMF 还可能通过在下丘脑和海马产生氧化应激而引发焦虑行为。此外,ELF-EMF 还可能通过降低海马神经可塑性和增加海马中 NMDA2A 受体的表达来诱发焦虑行为。此外,补充抗氧化剂可有效防止FLF-FMF对焦虑行为的不良影响。
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引用次数: 0
Assessing the biochemical and genotoxic effects of low intensity 2.45GHz microwave exposure on Arabidopsis thaliana plants. 评估低强度 2.45GHz 微波照射对拟南芥植物的生化和基因毒性影响。
IF 1.6 4区 生物学 Q3 BIOLOGY Pub Date : 2024-10-01 Epub Date: 2024-10-03 DOI: 10.1080/15368378.2024.2411629
Mudalige Don Hiranya Jayasanka Senavirathna, Zumulati Maimaiti

The electromagnetic waves of 2.45 GHz microwave frequency have become abundant in environments worldwide. This study assessed the short-term impact of low-intensity 2.45 GHz exposure on young Arabidopsis thaliana plants. The plants underwent a 48-hour exposure to continuous wave 2.45 GHz microwaves at a power density of 1.0 ± 0.1 W m-2. Experiments were conducted inside anechoic chambers. After the microwave exposure samples were subjected to morphological, genotoxicity, pigmentation, and physiochemical analysis. Microwave exposure elevated the levels of photosynthetic pigments, oxidative stress, guaiacol peroxidase activity, and ascorbic peroxidase activity in plants. Conversely, catalase activity decreased. Photosystem efficiency remained unchanged, while non-photochemical quenching increased. Leaf morphological parameters exhibited no significant alterations during this brief exposure period. Notably, despite shifts in physiological parameters and pigmentations, genomic template stability remained unaffected. The findings suggest that the non-thermal effects of microwave exposure influence the photosystem and plant physiology. Research confirmed the existence of non-thermal effects of microwave exposure; however, these effects are within tolerable limits for Arabidopsis thaliana plants.

2.45 GHz 微波频率的电磁波已在全球环境中大量存在。本研究评估了低强度 2.45 GHz 暴露对拟南芥幼苗的短期影响。这些植物在功率密度为 1.0 ± 0.1 W m-2 的连续波 2.45 GHz 微波下暴露 48 小时。实验在消声室中进行。微波照射后,对样品进行形态学、遗传毒性、色素沉着和理化分析。微波暴露提高了植物光合色素、氧化应激、愈创木酚过氧化物酶活性和抗坏血酸过氧化物酶活性的水平。相反,过氧化氢酶活性降低。光系统效率保持不变,而非光化学淬灭增加。叶片形态参数在这一短暂的暴露期没有发生明显变化。值得注意的是,尽管生理参数和色素发生了变化,基因组模板的稳定性却没有受到影响。研究结果表明,微波暴露的非热效应会影响光合系统和植物生理。研究证实,微波暴露存在非热效应;不过,这些效应对拟南芥植物来说还在可承受的范围之内。
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引用次数: 0
A brief survey on human activity recognition using motor imagery of EEG signals. 利用脑电图信号的运动图像识别人类活动的简要研究。
IF 1.6 4区 生物学 Q3 BIOLOGY Pub Date : 2024-10-01 Epub Date: 2024-10-19 DOI: 10.1080/15368378.2024.2415089
Seema Pankaj Mahalungkar, Rahul Shrivastava, Sanjeevkumar Angadi

Human being's biological processes and psychological activities are jointly connected to the brain. So, the examination of human activity is more significant for the well-being of humans. There are various models for brain activity detection considering neuroimaging for attaining decreased time requirement, increased control commands, and enhanced accuracy. Motor Imagery (MI)-based Brain-Computer Interface (BCI) systems create a way in which the brain can interact with the environment by processing Electroencephalogram (EEG) signals. Human Activity Recognition (HAR) deals with identifying the physiological activities of human beings based on sensory signals. This survey reviews the different methods available for HAR based on MI-EEG signals. A total of 50 research articles based on HAR from EEG signals are considered in this survey. This survey discusses the challenges faced by various techniques for HAR. Moreover, the papers are assessed considering various parameters, techniques, publication year, performance metrics, utilized tools, employed databases, etc. There were many techniques developed to solve the problem of HAR and they are classified as Machine Learning (ML) and Deep Learning (DL)models. At last, the research gaps and limitations of the techniques were discussed that contribute to developing an effective HAR.

人类的生理过程和心理活动都与大脑息息相关。因此,对人类活动的检测对人类的福祉意义重大。目前有多种脑活动检测模型,考虑到神经影像学,以达到减少时间要求、增加控制指令和提高准确性的目的。基于运动图像(MI)的脑机接口(BCI)系统通过处理脑电图(EEG)信号,创造了一种大脑与环境互动的方式。人类活动识别(HAR)涉及根据感官信号识别人类的生理活动。本调查回顾了基于 MI-EEG 信号的不同人类活动识别方法。本调查共涉及 50 篇基于脑电信号 HAR 的研究文章。本调查讨论了 HAR 的各种技术所面临的挑战。此外,还考虑了各种参数、技术、发表年份、性能指标、使用的工具、使用的数据库等因素,对论文进行了评估。为解决 HAR 问题而开发的技术有很多,可分为机器学习(ML)和深度学习(DL)模型。最后,讨论了有助于开发有效 HAR 的技术的研究差距和局限性。
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引用次数: 0
Radiofrequency field inhibits RANKL-induced osteoclast differentiation in RAW264.7 cells via modulating the NF-κB signaling pathway. 射频场通过调节 NF-κB 信号通路抑制 RANKL 诱导的 RAW264.7 细胞破骨细胞分化。
IF 1.6 4区 生物学 Q3 BIOLOGY Pub Date : 2024-10-01 Epub Date: 2024-09-20 DOI: 10.1080/15368378.2024.2401554
Caihua Ding, Haiying Wang, Chunyu Yang, Yang Hang, Shunxing Zhu, Yi Cao

In this study, we investigated the inhibitory effects of radiofrequency exposure on RANKL-induced osteoclast differentiation in RAW264.7 cells, along with the underlying mechanisms. RAW264.7 cells were subjected to radiofrequency exposure at three distinct power densities: 50 µW/cm2, 150 µW/cm2, and 450 µW/cm2. The results showed that, among the three dosage levels, exposure to 150 µW/cm2 of radiofrequency radiation significantly reduced the proliferation capacity of RAW264.7 cells. RF exposure at three power densities resulted in significant increases in the level of osteoclast apoptosis and notable decreases in osteoclast differentiation. Notably, the most pronounced effects on apoptosis, differentiation in RAW 264.7 cells were observed at the 150 µW/cm2 power density. These effects were accompanied by concurrent decreases in mRNA and protein levels of osteoclast-specific genes, including RANK, NFATc1, and TRACP. Furthermore, radiofrequency exposure at power density of 150 µW/cm2 induced a significant decrease in cytoplasmic NF-κB protein levels while increasing its nuclear fraction, thereby counteracting the effects of RANKL-induced NF-κB activation. These data suggest that radiofrequency exerts inhibitory properties on RANKL-induced NF-κB transcriptional activity, subsequently indirectly suppressing the expression of downstream NF-κB target genes, such as NFATc1 and TRACP. In conclusion, our study demonstrates that radiofrequency radiation effectively inhibits osteoclast differentiation by modulating the NF-κB signaling pathway. These findings have important implications for potential therapeutic interventions in osteoporosis.

本研究探讨了射频照射对 RANKL 诱导的 RAW264.7 细胞破骨细胞分化的抑制作用及其内在机制。对 RAW264.7 细胞进行三种不同功率密度的射频照射:50微瓦/平方厘米、150微瓦/平方厘米和450微瓦/平方厘米。结果表明,在三种剂量水平中,150 µW/cm2 的射频辐射显著降低了 RAW264.7 细胞的增殖能力。三种功率密度的射频照射导致破骨细胞凋亡水平显著增加,破骨细胞分化明显减少。值得注意的是,在 150 µW/cm2 功率密度下,对 RAW 264.7 细胞凋亡和分化的影响最为明显。伴随这些影响的是破骨细胞特异基因(包括 RANK、NFATc1 和 TRACP)的 mRNA 和蛋白质水平同时下降。此外,功率密度为 150 µW/cm2 的射频暴露可显著降低细胞质 NF-κB 蛋白水平,同时增加其核部分,从而抵消 RANKL 诱导的 NF-κB 激活的影响。这些数据表明,射频对 RANKL 诱导的 NF-κB 转录活性具有抑制作用,从而间接抑制下游 NF-κB 靶基因(如 NFATc1 和 TRACP)的表达。总之,我们的研究表明,射频辐射可通过调节 NF-κB 信号通路有效抑制破骨细胞的分化。这些发现对骨质疏松症的潜在治疗干预具有重要意义。
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引用次数: 0
Segmentation and classification of brain tumor using Taylor fire hawk optimization enabled deep learning approach. 使用泰勒火鹰优化深度学习方法对脑肿瘤进行分割和分类。
IF 1.6 4区 生物学 Q3 BIOLOGY Pub Date : 2024-10-01 Epub Date: 2024-11-08 DOI: 10.1080/15368378.2024.2421202
Ajit Kumar Rout, Sumathi D, Nandakumar S, Sreenu Ponnada

The brain is a crucial organ that controls the body's neural system. The tumor develops and spreads across the brain as a result of irregular cell generation. The provision of substantial treatment to patients requires the early diagnosis of malignancies. However, timely diagnosis and accurate classification were difficult in the conventional models. Thus, the Taylor Fire Hawk optimization (TFHO) is implemented here for effective segmentation and classification. The TFHO is the merging of the Taylor series and Fire Hawk Optimizer (FHO). The de-noising is accomplished by the adaptive median filter, and the segmentation is carried out using M-Net, which has been trained by TFHO. Subsequently, image augmentation is performed to increase the image dimension, followed by the extraction of effective features. Finally, DenseNet is used for the classification, and the training is done by TFHO. The introduced method obtained 94.86% accuracy, 92.83% Negative Predictive Values, 89.33% Positive Predictive Values (PPV), 95.91% True Positive Rate (TPR), 4.37% False Negative Rate (FNR), and 90.98% F1-score.

大脑是控制人体神经系统的重要器官。肿瘤在大脑中的发展和扩散是不规则细胞生成的结果。要为患者提供实质性的治疗,就必须对恶性肿瘤进行早期诊断。然而,传统模型难以及时诊断和准确分类。因此,这里采用了泰勒火鹰优化(TFHO)来进行有效的分割和分类。TFHO 是泰勒序列和火鹰优化器(FHO)的合并。去噪是通过自适应中值滤波器完成的,而分割则是使用经过 TFHO 训练的 M-Net 进行的。随后,进行图像增强以增加图像维度,然后提取有效特征。最后,使用 DenseNet 进行分类,并通过 TFHO 进行训练。引入的方法获得了 94.86% 的准确率、92.83% 的负预测值、89.33% 的正预测值(PPV)、95.91% 的真阳性率(TPR)、4.37% 的假阴性率(FNR)和 90.98% 的 F1 分数。
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引用次数: 0
Parallel-way: Multi-modality-based brain tumor segmentation using parallel capsule network. 并行方式:利用并行胶囊网络进行基于多模态的脑肿瘤分割。
IF 1.6 4区 生物学 Q3 BIOLOGY Pub Date : 2024-10-01 Epub Date: 2024-10-29 DOI: 10.1080/15368378.2024.2390058
Santhosh Kumar S, Sasirekha S P, Santhosh R

Brain tumors present a formidable diagnostic challenge due to their aberrant cell growth. Accurate determination of tumor location and size is paramount for effective diagnosis. Magnetic Resonance Imaging (MRI) and Positron Emission Tomography (PET) are pivotal tools in clinical diagnosis, yet tumor segmentation within their images remains challenging, particularly at boundary pixels, owing to limited sensitivity. Recent endeavors have introduced fusion-based strategies to refine segmentation accuracy, yet these methods often prove inadequate. In response, we introduce the Parallel-Way framework to surmount these obstacles. Our approach integrates MRI and PET data for a holistic analysis. Initially, we enhance image quality by employing noise reduction, bias field correction, and adaptive thresholding, leveraging Improved Kalman Filter (IKF), Expectation Maximization (EM), and Improved Vibe Algorithm (IVib), respectively. Subsequently, we conduct multi-modality image fusion through the Dual-Tree Complex Wavelet Transform (DTWCT) to amalgamate data from both modalities. Following fusion, we extract pertinent features using the Advanced Capsule Network (ACN) and reduce feature dimensionality via Multi-objective Diverse Evolution-based selection. Tumor segmentation is then executed utilizing the Twin Vision Transformer with dual attention mechanism. Implemented our Parallel-Way framework which exhibits heightened model performance. Evaluation across multiple metrics, including accuracy, sensitivity, specificity, F1-Score, and AUC, underscores its superiority over existing methodologies.

由于细胞生长异常,脑肿瘤给诊断带来了巨大挑战。准确确定肿瘤的位置和大小对有效诊断至关重要。磁共振成像(MRI)和正电子发射断层扫描(PET)是临床诊断的重要工具,但由于灵敏度有限,在这两种成像中进行肿瘤分割仍具有挑战性,尤其是在边界像素上。最近的研究引入了基于融合的策略来提高分割的准确性,但这些方法往往被证明是不够的。为此,我们引入了 Parallel-Way 框架来克服这些障碍。我们的方法整合了 MRI 和 PET 数据,以进行整体分析。首先,我们分别利用改进卡尔曼滤波器(IKF)、期望最大化(EM)和改进振动算法(IVib),通过降噪、偏场校正和自适应阈值来提高图像质量。随后,我们通过双树复小波变换 (DTWCT) 进行多模态图像融合,以合并来自两种模态的数据。融合后,我们使用高级胶囊网络(ACN)提取相关特征,并通过基于多目标多样化进化的选择来降低特征维度。然后利用具有双重关注机制的双视觉转换器进行肿瘤分割。实施我们的并行框架,提高模型性能。通过对准确性、灵敏度、特异性、F1-Score 和 AUC 等多个指标的评估,凸显了其优于现有方法的性能。
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Electromagnetic Biology and Medicine
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