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Exploring the effects of simulated microgravity on esophageal cancer cells: insights into morphological, growth behavior, adhesion, and genetic damage 探索模拟微重力对食管癌细胞的影响:对形态学、生长行为、粘附和遗传损伤的认识
IF 1.8 4区 生物学 Q3 BIOPHYSICS Pub Date : 2024-10-14 DOI: 10.1007/s10867-024-09663-5
Saifaldeen Altaie, Amera Alrawi, Xuexin Duan, Qater Alnada

The exploration of microgravity has garnered substantial scholarly attention due to its potential to offer unique insights into the behavior of biological systems. This study presents a preliminary investigation into the effects of simulated microgravity on esophageal cancer cells, examining various aspects such as morphology, growth behavior, adhesion, inhibition rate, and DNA damage. To achieve this, a novel microgravity simulator named “Gravity Challenge” was utilized for its effectiveness in minimizing external influences that could compromise microgravity conditions. The international cell line SK-GT-4 was utilized as the focal point of this investigation. Results revealed noticeable alterations in the growth behavior of cancer cells following exposure to simulated microgravity for 24 h, characterized by a loss of adhesion properties compared to control cells. Concurrently, cell viability exhibited a decline, as evidenced by cytotoxicity testing. Furthermore, the comet assay test demonstrated that cells subjected to microgravity simulation experienced a higher incidence of DNA damage compared to their control counterparts. In conclusion, this comprehensive examination of the impact of simulated microgravity on esophageal cancer cells extends beyond morphological changes, delving into genetic implications through observed DNA damage. The diminished vitality of cells under microgravity conditions underscores the multifaceted effects on cellular behavior in response to environmental variations. These findings represent a significant step towards understanding the dynamics of cancer cells, laying the groundwork for future research aimed at identifying potential therapeutic strategies for this disease.

由于微重力有可能为生物系统的行为提供独特的见解,因此对微重力的探索引起了学术界的极大关注。本研究对模拟微重力对食管癌细胞的影响进行了初步调查,考察了食管癌细胞的形态、生长行为、粘附性、抑制率和DNA损伤等各个方面。为此,研究人员使用了一种名为 "重力挑战"(Gravity Challenge)的新型微重力模拟器,该模拟器能有效减少可能影响微重力条件的外部影响。国际细胞系 SK-GT-4 是此次研究的重点。结果显示,与对照细胞相比,癌细胞在暴露于模拟微重力环境 24 小时后,其生长行为发生了明显的变化,其特点是失去了粘附特性。同时,细胞毒性测试显示,细胞活力有所下降。此外,彗星试验表明,与对照组相比,接受微重力模拟的细胞发生 DNA 损伤的几率更高。总之,这次对模拟微重力对食管癌细胞的影响进行的全面研究超出了形态学变化的范围,通过观察到的DNA损伤深入探讨了遗传学影响。微重力条件下细胞活力的减弱凸显了环境变化对细胞行为的多方面影响。这些发现标志着我们在了解癌细胞动态方面迈出了重要一步,为今后旨在确定该疾病潜在治疗策略的研究奠定了基础。
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引用次数: 0
A possible origin of the inverted vertebrate retina revealed by physical modeling 通过物理建模揭示脊椎动物倒置视网膜的可能起源
IF 1.8 4区 生物学 Q3 BIOPHYSICS Pub Date : 2024-08-03 DOI: 10.1007/s10867-024-09662-6
Jan M. M. Oomens

The evolutionary origin of the inverted retina in the vertebrate eye is unknown. This paper explores a hypothetical evolutionary scenario that explains the unique orientation of the photoreceptors in the vertebrate retina. The proposed scenario follows the scientific accepted scenario for eye evolution and gradually builds up towards an eye prototype by considering light direction detection and increase in achievable spatial resolution as the driving forces. It suggests that eye retinas developed along two different morphological processes, an evagination process that results in the inverted retina in vertebrate eyes and an invagination process that results in a verted retina in cephalopod eyes. The development of the inverted vertebrate retina and eye prototype morphology is strongly substantiated by physics of vision. The proposed evolutionary sequence for vertebrate eye development is simple and has the full potential to explain the origin of the inverted retina and leads to an eye prototype enabling visual detection and orientation. It allows the emergence of eye structures like, extraocular muscles, tapetum lucidum, biconvex lens, cornea, and pupil. This study supports the suggestion that a primitive inverted retina in the predecessor of vertebrates is of ectodermal origin and available before neurulation occurred.

脊椎动物眼睛中倒置视网膜的进化起源尚不清楚。本文探讨了一种假设的进化方案,以解释脊椎动物视网膜中感光器的独特方向。提出的方案遵循了科学界公认的眼睛进化方案,并通过考虑光方向检测和提高可实现的空间分辨率作为驱动力,逐步形成了眼睛原型。它表明,眼睛视网膜的发展经历了两个不同的形态过程,一个是导致脊椎动物眼睛视网膜倒置的演化过程,另一个是导致头足类眼睛视网膜垂直的内陷过程。倒置的脊椎动物视网膜和眼睛原型形态的发展得到了视觉物理学的有力证实。所提出的脊椎动物眼球发育的进化序列非常简单,完全有可能解释倒置视网膜的起源,并导致能够进行视觉检测和定向的眼球原型。它允许出现眼外肌、透明带、双凸透镜、角膜和瞳孔等眼部结构。这项研究支持这样的观点,即脊椎动物前身的原始倒置视网膜起源于外胚层,在神经形成之前就已经存在。
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引用次数: 0
Motor domain of condensin and step formation in extruding loop of DNA 冷凝蛋白的马达结构域和 DNA 挤压环中的阶跃形成。
IF 1.8 4区 生物学 Q3 BIOPHYSICS Pub Date : 2024-07-30 DOI: 10.1007/s10867-024-09661-7
Ya-chang Chou

During the asymmetric loop extrusion of DNA by a condensin complex, one domain of the complex stably anchors to the DNA molecule, and another domain reels in the DNA strand into a loop. The DNA strand in the loop is fully relaxed, or there is no tension in the loop. Just outside of the loop, there is a tension that resists the extrusion of DNA. To maintain the extrusion of the DNA loop, the condensin complex must have a domain capable of generating a force to overcome the tension outside of the loop. This study proposes that the groove-shaped HEAT repeat domain Ycg1 plays the role of a molecular motor. A DNA molecule may bind to the groove electrostatically, and the weak binding force facilitates the random thermal motion of DNA molecules. A mechanical model that random collisions between DNA and the nonparallel inner surfaces of the groove may generate a directional force which is required for the loop extrusion to sustain. The hinge domain binds to the DNA molecule and acts as an anchor during asymmetric DNA loop extrusion. When the effects of ATP hydrolysis and the viscous drag of the fluid environment are considered, the motor–anchor model for the condensin complex and the mechanical model might explain the asymmetric loop extrusion, the formation of steps, the step size distribution in the loop extrusion, the tension-dependent extrusion speed, the interaction between coexisting loops on the DNA strand, and untying the knots during extrusion. This model can also explain the observed formation of the Z-loop.

在冷凝蛋白复合物对 DNA 进行不对称环状挤压的过程中,复合物的一个结构域稳定地固定在 DNA 分子上,另一个结构域将 DNA 链卷绕成环。环路中的 DNA 链完全松弛,或者说环路中没有张力。在环的外侧,有一种张力阻止 DNA 的挤出。为了保持 DNA 环的挤出,冷凝蛋白复合物必须有一个能够产生力的结构域,以克服环外的张力。本研究提出,沟槽状的 HEAT 重复结构域 Ycg1 扮演着分子马达的角色。DNA 分子可能与凹槽发生静电结合,微弱的结合力促进了 DNA 分子的随机热运动。一种机械模型认为,DNA 与凹槽非平行内表面之间的随机碰撞可能会产生一种定向力,而这种定向力是环挤压持续进行所必需的。铰链结构域与 DNA 分子结合,在不对称 DNA 环挤压过程中起到锚定作用。如果考虑到 ATP 水解和流体环境粘性阻力的影响,冷凝蛋白复合物的马达-锚模型和机械模型可以解释不对称环挤压、阶梯的形成、环挤压中阶梯大小的分布、与张力相关的挤压速度、DNA 链上共存环之间的相互作用以及挤压过程中的解结。该模型还能解释观察到的 Z 环的形成。
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引用次数: 0
Modelling the effect of cell motility on mixing and invasion in epithelial monolayers 模拟细胞运动对上皮单层混合和侵袭的影响。
IF 1.8 4区 生物学 Q3 BIOPHYSICS Pub Date : 2024-07-20 DOI: 10.1007/s10867-024-09660-8
Faris Saad Alsubaie, Zoltan Neufeld

Collective cell invasion underlies several biological processes such as wound healing, embryonic development, and cancerous invasion. Here, we investigate the impact of cell motility on invasion in epithelial monolayers and its coupling to cellular mechanical properties, such as cell-cell adhesion and cortex contractility. We develop a two-dimensional computational model for cells with active motility based on the cellular Potts model, which predicts that the cellular invasion speed is mainly determined by active cell motility and is independent of the biological and mechanical properties of the cells. We also find that, in general, motile cells out-compete and invade non-motile cells, however, this can be reversed by differential cell proliferation. Stable coexistence of motile and static cell types is also possible for certain parameter regimes.

细胞的集体侵袭是伤口愈合、胚胎发育和癌症侵袭等多个生物过程的基础。在这里,我们研究了细胞运动对上皮单层侵袭的影响及其与细胞机械特性(如细胞-细胞粘附和皮层收缩性)的耦合。我们在细胞波特斯模型的基础上为具有主动运动性的细胞建立了一个二维计算模型,该模型预测细胞的侵袭速度主要由细胞的主动运动性决定,与细胞的生物和机械特性无关。我们还发现,在一般情况下,运动细胞会竞争并入侵非运动细胞,但这种情况会因细胞增殖差异而逆转。在某些参数条件下,运动和静止细胞类型也可能稳定共存。
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引用次数: 0
Wave propagation in a light-temperature neural network under adaptive local energy balance 自适应局部能量平衡下光温神经网络中的波传播。
IF 1.8 4区 生物学 Q3 BIOPHYSICS Pub Date : 2024-07-03 DOI: 10.1007/s10867-024-09659-1
Feifei Yang, Qun Guo, Guodong Ren, Jun Ma

External electric and mechanical stimuli can induce shape deformation in excitable media because of its intrinsic flexible property. When the signals propagation in the media is described by a neural network, creation of heterogeneity or defect is considered as the effect of shape deformation due to accumulation or release of energy in the media. In this paper, a temperature-light sensitive neuron model is developed from a nonlinear circuit composed of a phototube and a thermistor, and the physical energy is kept in capacitive and inductive terms. Furthermore, the Hamilton energy for this function neuron is obtained in theoretical way. A regular neural network is built on a square array by activating electric synapse between adjacent neurons, and a few of neurons in local area is excited by noisy disturbance, which induces local energy diversity, and continuous coupling enables energy propagation and diffusion. Initially, the Hamilton energy function for a temperature-light sensitive neuron can be obtained. Then, the finite neurons are applied noise to obtain energy diversity to explore the energy spread between neurons in the network. For keeping local energy balance, one intrinsic parameter is regulated adaptively until energy diversity in this local area is decreased greatly. Regular pattern formation indicates that local energy balance creates heterogeneity or defects and a few of neurons show continuous parameter shift for keeping energy balance in a local area, which supports gradient energy distribution for propagating waves in the network.

由于可激介质本身具有柔性,外部电刺激和机械刺激可诱发其形状变形。当信号在介质中的传播由神经网络描述时,异质性或缺陷的产生被认为是介质中能量积累或释放导致的形状变形效应。本文通过一个由光电管和热敏电阻组成的非线性电路建立了一个温度-光敏神经元模型,并将物理能量保留在电容和电感项中。此外,还从理论上获得了该功能神经元的汉密尔顿能量。通过激活相邻神经元之间的电突触,在方阵上建立一个规则的神经网络,局部区域的少数神经元受到噪声干扰的激励,从而引起局部能量的多样性,连续耦合实现能量的传播和扩散。首先,可以得到温光敏感神经元的汉密尔顿能量函数。然后,对有限神经元施加噪声以获得能量多样性,从而探索网络中神经元之间的能量传播。为了保持局部能量平衡,对一个固有参数进行自适应调节,直到该局部区域的能量多样性大大降低。规则模式的形成表明,局部能量平衡产生了异质性或缺陷,少数神经元为保持局部区域的能量平衡而出现了连续的参数变化,这支持了网络中传播波的梯度能量分布。
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引用次数: 0
Assessment of bone tissue cytoarchitectonics by 2D 1H NMR relaxometry maps 通过二维 1H NMR 驰豫测量图评估骨组织细胞结构。
IF 1.8 4区 生物学 Q3 BIOPHYSICS Pub Date : 2024-06-27 DOI: 10.1007/s10867-024-09658-2
Emese Orban, Zsuzsanna Pap, Remus Sebastian Sipos, Radu Fechete

Bone is a complex tissue that fulfills the role of a resistance structure. This quality is most commonly assessed by bone densitometry, but bone strength may not only be related to bone mineral density but also to the preservation of bone cytoarchitectonics. The study included two groups of rats, ovariectomized and non-ovariectomized. Each group was divided into three batches: control, simvastatin-treated, and fenofibrate-treated. In the ovariectomized group, hypolipidemic treatment was instituted at 12 weeks post ovariectomy. One rat from each of the 6 batches was sacrificed 8 weeks after the start of treatment in the group. The experimental study was performed using a Bruker Minispec mq 20 spectrometer operating at a frequency of 20 MHz, subsequently also performed by 1H T2-T2 molecular exchange maps. The results were represented by T2-T2 molecular exchange maps that showed, comparatively, both pore size and their interconnectivity at the level of the femoral epiphysis, being able to evaluate both the effect of estrogen on bone tissue biology and the effect of the lipid-lowering medication, simvastatin, and fenofibrate, in both the presence and absence of estrogen. T2-T2 molecular exchange maps showed that the absence of estrogen results in an increase in bone tissue pore size and interconnectivity. In the presence of estrogen, lipid-lowering medication, both simvastatin and fenofibrate alter bone tissue cytoarchitectonics by reducing pore interconnectivity. In the absence of estrogen, fenofibrate improves bone tissue cytoarchitectonics, the T2-T2 molecular exchange map being similar to that of non-osteoporotic bone tissue.

骨是一种复杂的组织,具有抵抗结构的作用。这种质量最常见的评估方法是骨密度测量法,但骨强度可能不仅与骨矿物质密度有关,还与骨细胞结构的保存有关。研究包括两组大鼠,即卵巢切除和非卵巢切除。每组分为三批:对照组、辛伐他汀处理组和非诺贝特处理组。卵巢切除组在卵巢切除后 12 周开始降脂治疗。在开始治疗 8 周后,每组的 6 个批次中各有一只大鼠被处死。实验研究使用频率为 20 兆赫的布鲁克 Minispec mq 20 光谱仪进行,随后还进行了 1H T2-T2 分子交换图分析。T2-T2 分子交换图显示了股骨干骺端的孔隙大小及其相互连接性,从而可以评估雌激素对骨组织生物学的影响,以及降脂药辛伐他汀和非诺贝特在雌激素存在和不存在的情况下的影响。T2-T2 分子交换图显示,在没有雌激素的情况下,骨组织孔隙增大,相互连接性增强。在有雌激素、降脂药物存在的情况下,辛伐他汀和非诺贝特都会通过减少孔隙的相互连接性来改变骨组织的细胞结构。在没有雌激素的情况下,非诺贝特能改善骨组织的细胞结构,T2-T2分子交换图与非骨质疏松骨组织相似。
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引用次数: 0
Regulatory disturbances in the dynamical signaling systems of (Ca^{2+}) and NO in fibroblasts cause fibrotic disorders 成纤维细胞中 C a 2 + 和 NO 的动态信号系统的调节紊乱会导致纤维化疾病。
IF 1.8 4区 生物学 Q3 BIOPHYSICS Pub Date : 2024-05-16 DOI: 10.1007/s10867-024-09657-3
Ankit Kothiya, Neeru Adlakha

Studying the calcium dynamics within a fibroblast cell individually has provided only a restricted understanding of its functions. However, research efforts focusing on systems biology approaches for such investigations have been largely neglected by researchers until now. Fibroblast cells rely on signaling from calcium ((Ca^{2+})) and nitric oxide (NO) to maintain their physiological functions and structural stability. Various studies have demonstrated the correlation between NO and the control of (Ca^{2+}) dynamics in cells. However, there is currently no existing model to assess the disruptions caused by various factors in regulatory dynamics, potentially resulting in diverse fibrotic disorders. A mathematical model has been developed to investigate the effects of changes in parameters such as buffer, receptor, sarcoplasmic endoplasmic reticulum (Ca^{2+})-ATPase (SERCA) pump, and source influx on the regulation and dysregulation of spatiotemporal calcium and NO dynamics in fibroblast cells. This model is based on a system of reaction-diffusion equations, and numerical simulations are conducted using the finite element method. Disturbances in key processes related to calcium and nitric oxide, including source influx, buffer mechanism, SERCA pump, and inositol trisphosphate ((IP_3)) receptor, may contribute to deregulation in the calcium and NO dynamics within fibroblasts. The findings also provide new insights into the extent and severity of disorders resulting from alterations in various parameters, potentially leading to deregulation and the development of fibrotic disease.

单独研究成纤维细胞内的钙动态只能有限地了解其功能。然而,迄今为止,以系统生物学方法为重点的研究工作在很大程度上被研究人员所忽视。成纤维细胞依靠钙(C a 2 +)和一氧化氮(NO)的信号传递来维持其生理功能和结构稳定性。各种研究都证明了一氧化氮与细胞内 C a 2 + 动态控制之间的相关性。然而,目前还没有现成的模型来评估各种因素对调控动态造成的破坏,从而可能导致各种纤维化疾病。我们建立了一个数学模型,以研究缓冲剂、受体、肌浆内质网 C a 2 + ATP 酶(SERCA)泵和源流入等参数的变化对成纤维细胞中钙和 NO 时空动态调节和失调的影响。该模型基于反应-扩散方程系统,并采用有限元法进行了数值模拟。与钙和一氧化氮有关的关键过程,包括钙源流入、缓冲机制、SERCA 泵和三磷酸肌醇(I P 3)受体的紊乱,可能会导致成纤维细胞内的钙和一氧化氮动力学失调。这些发现还为我们提供了新的视角,使我们了解各种参数的改变可能导致的失调程度和严重性,以及纤维化疾病的发展。
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引用次数: 0
Magnetite in the abdomen and antennae of Apis mellifera honeybees 蜜蜂腹部和触角中的磁铁矿。
IF 1.8 4区 生物学 Q3 BIOPHYSICS Pub Date : 2024-05-10 DOI: 10.1007/s10867-024-09656-4
Jilder Dandy Peña Serna, Odivaldo Cambraia Alves, Fernanda Abreu, Daniel Acosta-Avalos

The detection of magnetic fields by animals is known as magnetoreception. The ferromagnetic hypothesis explains magnetoreception assuming that magnetic nanoparticles are used as magnetic field transducers. Magnetite nanoparticles in the abdomen of Apis mellifera honeybees have been proposed in the literature as the magnetic field transducer. However, studies with ants and stingless bees have shown that the whole body of the insect contain magnetic material, and that the largest magnetization is in the antennae. The aim of the present study is to investigate the magnetization of all the body parts of honeybees as has been done with ants and stingless bees. To do that, the head without antennae, antennae, thorax, and abdomen obtained from Apis mellifera honeybees were analyzed using magnetometry and Ferromagnetic Resonance (FMR) techniques. The magnetometry and FMR measurements show the presence of magnetic material in all honeybee body parts. Our results present evidence of the presence of biomineralized magnetite nanoparticles in the honeybee abdomen and, for the first time, magnetite in the antennae. FMR measurements permit to identify the magnetite in the abdomen as biomineralized. As behavioral experiments reported in the literature have shown that the abdomen is involved in magnetoreception, new experimental approaches must be done to confirm or discard the involvement of the antennae in magnetoreception.

动物对磁场的探测被称为磁感应。铁磁假说解释了磁感知,假定磁性纳米粒子被用作磁场传感器。文献中提出,蜜蜂腹部的磁性纳米粒子是磁场传感器。然而,对蚂蚁和无刺蜂的研究表明,昆虫的整个身体都含有磁性材料,而最大的磁化是在触角中。本研究的目的是研究蜜蜂所有身体部位的磁化情况,就像对蚂蚁和无刺蜂所做的那样。为此,研究人员使用磁力测量和铁磁共振(FMR)技术分析了蜜蜂的头部(无触角)、触角、胸部和腹部。磁强计和铁磁共振测量结果表明,蜜蜂身体的所有部位都存在磁性物质。我们的研究结果表明,蜜蜂腹部存在生物矿化的磁铁矿纳米颗粒,并且首次在触角中发现了磁铁矿。通过调频辐射测量,可以确定腹部的磁铁矿是生物矿化的。由于文献报道的行为实验表明腹部参与了磁感应,因此必须采用新的实验方法来证实或排除触角参与磁感应的可能性。
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引用次数: 0
Mathematical modeling of viral infection and the immune response controlled by the circadian clock 昼夜节律控制的病毒感染和免疫反应的数学建模
IF 1.8 4区 生物学 Q3 BIOPHYSICS Pub Date : 2024-04-20 DOI: 10.1007/s10867-024-09655-5
Jiaxin Zhou, Hongli Wang, Qi Ouyang

Time of day affects how well the immune system responds to viral or bacterial infections. While it is well known that the immune system is regulated by the circadian clock, the dynamic origin of time-of-day-dependent immunity remains unclear. In this paper, we studied the circadian control of immune response upon infection of influenza A virus through mathematical modeling. Dynamic simulation analyses revealed that the time-of-day-dependent immunity was rooted in the relative phase between the circadian clock and the pulse of viral infection. The relative phase, which depends on the time the infection occurs, plays a crucial role in the immune response. It can drive the immune system to one of two distinct bistable states, a high inflammatory state with a higher mortality rate or a safe state characterized by low inflammation. The mechanism we found here also explained why the same species infected by different viruses has different time-of-day-dependent immunities. Further, the time-of-day-dependent immunity was found to be abolished when the immune system was regulated by an impaired circadian clock with decreased oscillation amplitude or without oscillations.

一天中的时间会影响免疫系统对病毒或细菌感染的反应能力。众所周知,免疫系统受昼夜节律调控,但时间依赖性免疫的动态起源仍不清楚。在本文中,我们通过数学建模研究了甲型流感病毒感染时免疫反应的昼夜节律控制。动态模拟分析表明,日时依赖性免疫源于昼夜节律时钟与病毒感染脉冲之间的相对相位。相对相位取决于感染发生的时间,在免疫反应中起着至关重要的作用。它可以驱动免疫系统进入两种不同的双稳态之一,一种是死亡率较高的高炎症状态,另一种是以低炎症为特征的安全状态。我们在这里发现的机制也解释了为什么同一物种感染不同病毒后会产生不同的时间-日依赖性免疫力。此外,当免疫系统受昼夜节律钟调节受损、振荡幅度降低或无振荡时,日时依赖性免疫也会消失。
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引用次数: 0
Automatic classification of seizure and seizure-free EEG signals based on phase space reconstruction features 基于相空间重构特征的癫痫发作和无癫痫发作脑电信号自动分类
IF 1.8 4区 生物学 Q3 BIOPHYSICS Pub Date : 2024-03-11 DOI: 10.1007/s10867-024-09654-6
Shervin Skaria, Sreelatha Karyaveetil Savithriamma

Epilepsy is a type of brain disorder triggered by an abrupt electrical imbalance of neuronal networks. An electroencephalogram (EEG) is a diagnostic tool to capture the underlying brain mechanisms and detect seizure onset in epileptic patients. To detect seizures, neurologists need to manually monitor EEG recordings for long periods, which is challenging and susceptible to errors depending on expertise and experience. Therefore, automatic identification of seizure and seizure-free EEG signals becomes essential. This study introduces a method based on the features extracted from the phase space reconstruction for classifying seizure and seizure-free EEG signals. The computed features are derived from the elliptical area and interquartile range of the Euclidean distance by varying percentage values of data points ranging from 50 to 100%. We consider two public datasets and evaluate these features in each EEG epoch that includes the healthy, interictal, preictal, and ictal stages of epileptic subjects, utilizing the K-nearest neighbor classifier for classification. Results show that the features have higher values during the seizure than the seizure-free EEG signals and healthy subjects. Furthermore, the proposed features can effectively discriminate seizure EEG signals from the seizure-free and normal subjects with 100% accuracy, sensitivity, and specificity in both datasets. Likewise, the classification between the preictal stage and seizure EEG signals attains 98% accuracy. Overall, the reconstructed phase space features significantly enhance the accuracy of detecting epileptic EEG signals compared with existing methods. This advancement holds great potential in assisting neurologists in swiftly and accurately diagnosing epileptic seizures from EEG signals.

癫痫是一种由神经元网络突然出现电失衡引发的脑部疾病。脑电图(EEG)是一种诊断工具,用于捕捉潜在的大脑机制并检测癫痫患者的癫痫发作。要检测癫痫发作,神经科医生需要长时间手动监测脑电图记录,这不仅具有挑战性,而且很容易因专业知识和经验而出错。因此,自动识别癫痫发作和无癫痫发作的脑电信号变得至关重要。本研究介绍了一种基于从相空间重构中提取的特征对癫痫发作和无癫痫发作脑电信号进行分类的方法。计算出的特征来自椭圆面积和欧氏距离的四分位距,数据点的百分比值从 50%到 100%不等。我们考虑了两个公共数据集,并利用 K 最近邻分类器对包括癫痫受试者健康期、发作间期、发作前期和发作期在内的每个 EEG epoch 特征进行了评估。结果表明,与无癫痫发作的脑电信号和健康受试者相比,癫痫发作时的特征值更高。此外,在这两个数据集中,所提出的特征能有效区分癫痫发作脑电信号与无癫痫发作脑电信号和正常受试者,准确率、灵敏度和特异性均为 100%。同样,对发作前阶段和癫痫发作脑电信号的分类准确率也达到了 98%。总体而言,与现有方法相比,重建的相空间特征大大提高了检测癫痫脑电信号的准确性。这一进步在帮助神经科医生从脑电图信号中快速准确地诊断癫痫发作方面具有巨大潜力。
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引用次数: 0
期刊
Journal of Biological Physics
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