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Electrical bioimpedance in the era of artificial intelligence. 人工智能时代的生物电阻抗。
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-01-26 eCollection Date: 2024-01-01 DOI: 10.2478/joeb-2024-0001
Jie Hou, Naimahmed Nesaragi, Christian Tronstad
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引用次数: 0
Detection of physiological concentrations of GABA using dielectric spectroscopy - A pilot study. 利用介电光谱检测 GABA 的生理浓度 - 一项试验研究。
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-12-31 eCollection Date: 2023-01-01 DOI: 10.2478/joeb-2023-0006
Jie Hou, Runar Strand-Amundsen, Ørjan G Martinsen

Gamma-aminobutyric acid (GABA) is a major inhibitory neurotransmitter that is present at a relatively low level throughout the normal adult human brain. Abnormal GABA levels are found in people with neurodegenerative disorders such as Parkinson's disease, epilepsy, schizophrenia, depression, and others. Being able to measure the GABA concentration would be beneficial for patient groups with fluctuating GABA levels for better diagnosis and treatment. In this study, we explore the feasibility of using dielectric relaxation spectroscopy for the detection of GABA concentrations within a physiological range, with the perspective of miniaturization and use during implantation. Utilizing machine learning techniques, we were able to differentiate GABA concentrations down to 5 μm. This work investigates a novel use of dielectric relaxation spectroscopy, to assess if physiological GABA concentrations can be detected through permittivity measurements.

γ-氨基丁酸(GABA)是一种主要的抑制性神经递质,在正常成年人的大脑中含量相对较低。帕金森病、癫痫、精神分裂症、抑郁症等神经退行性疾病患者体内的 GABA 水平异常。能够测量 GABA 浓度将有利于 GABA 水平波动的患者群体,从而更好地进行诊断和治疗。在这项研究中,我们从微型化和在植入过程中使用的角度出发,探讨了使用介电弛豫光谱检测生理范围内 GABA 浓度的可行性。利用机器学习技术,我们能够区分低至 5 μm 的 GABA 浓度。这项工作研究了介电弛豫光谱学的新用途,以评估是否可以通过测量介电常数来检测生理 GABA 浓度。
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引用次数: 0
Advancing biomedical engineering: Leveraging Hjorth features for electroencephalography signal analysis. 推进生物医学工程:利用 Hjorth 特征进行脑电信号分析。
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-12-31 eCollection Date: 2023-01-01 DOI: 10.2478/joeb-2023-0009
Wissam H Alawee, Ali Basem, Luttfi A Al-Haddad

Biomedical engineering stands at the forefront of medical innovation, with electroencephalography (EEG) signal analysis providing critical insights into neural functions. This paper delves into the utilization of EEG signals within the MILimbEEG dataset to explore their potential for machine learning-based task recognition and diagnosis. Capturing the brain's electrical activity through electrodes 1 to 16, the signals are recorded in the time-domain in microvolts. An advanced feature extraction methodology harnessing Hjorth Parameters-namely Activity, Mobility, and Complexity-is employed to analyze the acquired signals. Through correlation analysis and examination of clustering behaviors, the study presents a comprehensive discussion on the emergent patterns within the data. The findings underscore the potential of integrating these features into machine learning algorithms for enhanced diagnostic precision and task recognition in biomedical applications. This exploration paves the way for future research where such signal processing techniques could revolutionize the efficiency and accuracy of biomedical engineering diagnostics.

生物医学工程站在医学创新的前沿,脑电图(EEG)信号分析为神经功能提供了重要的洞察力。本文将深入研究如何利用 MILimbEEG 数据集中的脑电信号,探索其在基于机器学习的任务识别和诊断方面的潜力。通过 1 至 16 号电极捕捉大脑的电活动,以微伏特为单位记录时域信号。利用 Hjorth 参数(即活动性、移动性和完整性)的先进特征提取方法来分析获取的信号。通过相关性分析和聚类行为检查,该研究对数据中出现的模式进行了全面讨论。研究结果强调了将这些特征整合到机器学习算法中的潜力,以提高生物医学应用中的诊断精度和任务识别能力。这一探索为未来的研究铺平了道路,在未来的研究中,此类信号处理技术将彻底改变生物医学工程诊断的效率和准确性。
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引用次数: 0
Smart needle electrical bioimpedance to provide information on needle tip relationship to target nerve prior to local anesthetic deposition in peripheral nerve block (USgPNB) procedures. 在外周神经阻滞术(USgPNB)局部麻醉剂沉积之前,利用智能针头生物电阻抗提供针尖与靶神经关系的信息。
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-12-31 eCollection Date: 2023-01-01 DOI: 10.2478/joeb-2023-0007
Edel Whelton, Lisa Helen, Brian O'Donnell, Martin O'Sullivan, Justina Ugwah, Walter Messina, Yineng Wang, Niamh O'Mahoney, Eric Moore

Ultrasound guided peripheral nerve block (USgPNB) refers to anaesthetic techniques to deposit local anesthetic next to nerves, permitting painful surgery without necessitating general anesthesia. Needle tip position prior to local anesthetic deposition is a key determinant of block success and safety. Nerve puncture and intra-neural injection of local anesthetic can cause permanent nerve injury. Currently ultrasound guidance is not sufficiently sensitive to reliably detect needle to nerve proximity. Feedback with bioimpedance data from the smart needle tip might provide the anesthetist with information as to the relationship between the needle tip and the target nerve prior to local anesthetic deposition. Bioimpedance using a smart needle integrated with a two-electrode impedance sensor has been developed to determine needle to nerve proximity during USgPNB. Having obtained all necessary ethical and regulatory approvals, in vivo data on brachial plexus, vagus, femoral and sciatic nerves were obtained from seven pig models using the smart needle bioimpedance system. The excision and histological analysis of above peripheral nerves and observation of the architecture and structure of nerves by means of histology allow the calculation of the ratios of connective tissue to neural tissue to determine the influence of this variable on absolute impedance. The ratio results give extra clinical data and explain the hetrogeneity of impedance data in the pig models and the hypothesis that connective tissue with intra-neural fat has higher impedance than neural tissue.

超声引导下的周围神经阻滞(USgPNB)是指在神经旁沉积局部麻醉剂的麻醉技术,可在无需全身麻醉的情况下进行疼痛手术。局部麻醉剂沉积前的针尖位置是决定阻滞成功率和安全性的关键因素。神经穿刺和神经内注射局麻药会造成永久性神经损伤。目前,超声引导的灵敏度不足以可靠地检测针头与神经的接近程度。智能针尖的生物阻抗数据反馈可为麻醉师提供有关局部麻醉剂沉积前针尖与靶神经之间关系的信息。利用集成了双电极阻抗传感器的智能针头开发了生物阻抗,以确定 USgPNB 期间针头与神经的接近程度。在获得所有必要的伦理和监管批准后,使用智能针生物阻抗系统从七只猪模型中获得了臂丛神经、迷走神经、股神经和坐骨神经的体内数据。通过对上述外周神经进行切除和组织学分析,并通过组织学方法观察神经的结构和构造,可以计算结缔组织与神经组织的比率,从而确定该变量对绝对阻抗的影响。比值结果提供了额外的临床数据,并解释了猪模型阻抗数据的同种性,以及结缔组织和神经内脂肪的阻抗高于神经组织的假设。
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引用次数: 0
Whole-body phase angle correlates with pre-operative markers in total joint arthroplasty. 全身相位角与全关节成形术术前标记物的相关性。
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-12-31 eCollection Date: 2023-01-01 DOI: 10.2478/joeb-2023-0008
Michael C Marinier, Ayobami S Ogunsola, Jacob M Elkins

Background: Bioimpedance derived whole body phase angle (ϕ), a measure of cellular integrity, has been identified as an independent marker of morbidity and mortality in many medical and surgical specialties. While similar measures of water homeostasis like extracellular edema (EE) have been associated with pre-operative risk, ϕ has not been studied in orthopaedics, despite potential to serve as a pre-operative marker. This study aims to identify relationships between ϕ, EE, and body composition metrics, laboratory values, patient reported outcomes, and comorbidities.

Methods: Multi-frequency bioimpedance analysis (BIA) records, laboratory values, and patient reported outcomes of adult patients presenting to an academic arthroplasty clinic were retrospectively reviewed. Correlation coefficients between ϕ, EE, and reviewed information were conducted.

Results: ϕ was significantly correlated (p<0.001) most positively with measures of lean tissue such as skeletal muscle mass (r=0.48), appendicular skeletal muscle index (r=0.39), lean body mass (r=0.43), and dry lean mass (r=0.47), while it held negative correlations (p<0.001) with age (r= -0.55), and body fat mass (r= -0.11). ϕ was not correlated with body mass index (BMI, p = 0.204). In contrast, EE demonstrated its strongest positive correlations (p<0.001) with body fat mass (r=0.32), age (r=0.50), and BMI (r=0.26), and its strongest negative correlations (p<0.001) with serum albumin (r= -0.37) and total protein (r= -0.23).

Conclusions: Based on their associations with markers of health and fitness, BIA determined ϕ and EE demonstrate relationships to markers currently implemented in orthopaedic practice. This likely indicates that ϕ has potential as a comprehensive surrogate for several commonly used markers to quantify pre-operative risk. In the future, ϕ may aid in developing risk-stratifications for intervention and prevention of complications.

背景:生物阻抗得出的全身相位角(j)是细胞完整性的一种测量指标,已被确定为许多内科和外科专科的发病率和死亡率的独立标志。尽管细胞外水肿(EE)等类似的水稳态测量指标与术前风险有关,但骨科尚未对ϕ进行研究,尽管ϕ有可能成为术前标记物。本研究旨在确定ϕ、EE、身体成分指标、实验室值、患者报告结果和合并症之间的关系:方法:对一家关节成形术学术诊所的成年患者的多频生物阻抗分析(BIA)记录、实验室值和患者报告结果进行了回顾性审查。结果显示,ϕ、EE 和回顾性信息之间存在相关系数:结果:j 与 EE 之间存在明显的相关性(p结论:根据它们与健康和体能指标的关联,BIA 确定的 ϕ 和 EE 与目前在矫形外科实践中使用的指标有关联。这可能表明,j 有潜力成为量化术前风险的几种常用指标的综合替代物。将来,j 可能有助于制定干预和预防并发症的风险分级。
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引用次数: 0
Expert knowledge-based peak current mode control of electrosurgical generators for improved output power regulation. 基于专家知识的电外科发电机峰值电流模式控制,以改善输出功率调节。
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-11-17 eCollection Date: 2023-01-01 DOI: 10.2478/joeb-2023-0005
Muhammad Mohsin Rafiq, Asier Ibeas, Nasim Ullah

Electrosurgical generators (ESG) are widely used in medical procedures to cut and coagulate tissue. Accurate control of the output power is crucial for surgical success, but can be challenging to achieve. In this paper, a novel expert knowledge-based peak current mode controller (EK-PCMC) is proposed to regulate the output power of an ESG. The EK-PCMC leverages expert knowledge to adapt to changes in tissue impedance during surgical procedures. We compared the performance of the EK-PCMC with the classical peak current mode controller (PCMC) and fuzzy PID controller. The results demonstrate that the EK-PCMC significantly outperformed the PCMC, reducing the integral square error (ISE) and integral absolute error (IAE) by a factor of 3.88 and 4.86, respectively. In addition, the EK-PCMC outperformed the fuzzy PID controller in terms of transient response and steady-state performance. Our study highlights the effectiveness of the proposed EK-PCMC in improving the regulation of the output power of an ESG and improving surgical outcomes.

电外科发电机(ESG)广泛应用于切割和凝固组织的医疗程序中。准确控制输出功率对手术成功至关重要,但很难实现。本文提出了一种基于专家知识的峰值电流模式控制器(EK-PCMC)来调节ESG的输出功率。EK-PCMC利用专业知识来适应外科手术过程中组织阻抗的变化。我们将EK-PCMC与经典的峰值电流模式控制器(PCMC)和模糊PID控制器的性能进行了比较。结果表明,EK-PCMC显著优于PCMC,将积分平方误差(ISE)和积分绝对误差(IAE)分别降低了3.88和4.86倍。此外,EK-PCMC在瞬态响应和稳态性能方面都优于模糊PID控制器。我们的研究强调了提出的EK-PCMC在改善ESG输出功率调节和改善手术结果方面的有效性。
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引用次数: 0
A renewed challenge to electrical bioimpedance: rapid assessment of pathogenic bacteria. 电生物阻抗的新挑战:致病菌的快速评估。
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-03-01 DOI: 10.2478/joeb-2023-0001
Eugen Gheorghiu
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引用次数: 2
A High Accuracy Voltage Approximation Model Based on Object-oriented Sensitivity Matrix Estimation (OO-SME Model) in Electrical Impedance Tomography. 基于面向对象灵敏度矩阵估计(OO-SME 模型)的电阻抗断层扫描高精度电压逼近模型
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-01-08 eCollection Date: 2022-01-01 DOI: 10.2478/joeb-2022-0015
Zengfeng Gao, Panji Nursetia Darma, Daisuke Kawashima, Masahiro Takei

The image reconstruction in electrical impedance tomography (EIT) has low accuracy due to the approximation error between the measured voltage change and the approximated voltage change, from which the object cannot be accurately reconstructed and quantitatively evaluated. A voltage approximation model based on object-oriented sensitivity matrix estimation (OO-SME model) is proposed to reconstruct the image with high accuracy. In the OO-SME model, a sensitivity matrix of the object-field is estimated, and the sensitivity matrix change from the background-field to the object-field is estimated to optimize the approximated voltage change, from which the approximation error is eliminated to improve the reconstruction accuracy. Against the existing linear and nonlinear models, the approximation error in the OO-SME model is eliminated, thus an image with higher accuracy is reconstructed. The simulation shows that the OO-SME model reconstructs a more accurate image than the existing models for quantitative evaluation. The relative accuracy (RA) of reconstructed conductivity is increased up to 83.98% on average. The experiment of lean meat mass evaluation shows that the RA of lean meat mass is increased from 7.70% with the linear model to 54.60% with the OO-SME model. It is concluded that the OO-SME model reconstructs a more accurate image to evaluate the object quantitatively than the existing models.

电阻抗断层成像(EIT)中的图像重建精度较低,原因是测量电压变化与近似电压变化之间存在近似误差,无法从中准确重建和定量评估对象。为了高精度地重建图像,我们提出了一种基于面向对象灵敏度矩阵估计的电压近似模型(OO-SME 模型)。在 OO-SME 模型中,估算对象场的灵敏度矩阵,并估算从背景场到对象场的灵敏度矩阵变化,以优化近似电压变化,从而消除近似误差,提高重建精度。与现有的线性和非线性模型相比,OO-SME 模型消除了近似误差,因此能重建出精度更高的图像。模拟结果表明,在定量评估方面,OO-SME 模型重建的图像比现有模型更精确。重建电导率的相对准确度(RA)平均提高了 83.98%。瘦肉质量评价实验表明,瘦肉质量的相对准确率从线性模型的 7.70% 提高到 OO-SME 模型的 54.60%。由此得出结论,OO-SME 模型比现有模型能重建更精确的图像,对物体进行定量评估。
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引用次数: 0
A fresh look at sports PSM-systems. 重新审视体育psm系统。
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-01-01 DOI: 10.2478/joeb-2023-0003
Vladimir Savostyanov, Alexander Kobelev, Anton Govorin

The aim of the proposed study is to reveal the correlations between the dynamics of Respiratory Rate (RR) and Heart Rate (HR) during intermittent physical work at maximum power on a cycle ergometer. The stage of investigating the General functional athlete readiness (GFAR) was conducted using the sports standard "R-Engine" and the cycle ergometer in 16 volunteers (10 men, 6 women) whose average age was 21±1.17 years. To determine the athletic potential of the volunteers in this study, we used our own Coefficient of Anaerobic Capacity (CANAC Q, beats). Continuous registration of the heart rate and respiratory rate of volunteers in the maximum power sports test was performed by the "RheoCardioMonitor" system with a module of the athlete functional readiness based on the method of Transthoracic electrical impedance rheography (TEIRG). The degree of correlation of functional indicators (M, HRM, GFAR) with CANAC Q in all experimental series of the study group as a whole (n=80) was at a very high level, which confirmed the effectiveness of using the Coefficient of Anaerobic Capacity (CANAC Q) in assessing the general functional athlete readiness of the volunteers. CANAC Q is measured in "beats" of the heart and is recorded very accurately using the method of transthoracic electrical impedance rheography (TEIRG). For this reason, as a promising sports PSM-system, CANAC Q can replace the methods for determining the functional athlete readiness by blood lactate concentration and maximum oxygen consumption.

这项研究的目的是揭示呼吸率(RR)和心率(HR)动态之间的相关性在间歇体力工作在最大功率上的循环计力器。采用运动标准“R-Engine”和自行车测力仪对16名平均年龄为21±1.17岁的志愿者(男10名,女6名)进行GFAR(一般功能运动员准备状态)调查。为了确定本研究中志愿者的运动潜力,我们使用了我们自己的无氧能力系数(CANAC Q,节拍)。采用基于经胸电阻抗流变学(TEIRG)方法的运动员功能准备模块“RheoCardioMonitor”系统对最大功率运动试验中志愿者的心率和呼吸速率进行连续登记。在整个研究组(n=80)的所有实验系列中,功能指标(M、HRM、GFAR)与CANAC Q的相关程度都处于非常高的水平,这证实了使用无氧能力系数(Coefficient of厌氧能力,CANAC Q)来评估志愿者一般功能运动员准备状态的有效性。CANAC Q以心脏的“节拍”来测量,并使用经胸电阻抗流变学(TEIRG)方法非常准确地记录下来。因此,CANAC Q作为一种很有发展前景的运动psm系统,可以取代血乳酸浓度和最大耗氧量测定运动员机能状态的方法。
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引用次数: 0
Evaluation of novel beverage formulations for hydration enhancement in humans. 新型人体补水饮料配方的评价。
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-01-01 DOI: 10.2478/joeb-2023-0002
Grant M Tinsley, Madelin R Siedler, Christian Rodriguez, Patrick S Harty, Matthew T Stratton, Sarah J White, Dale S Keith, Jacob J Green, Jake R Boykin, Abegale D Williams, Brielle DeHaven, Alexandra Brojanac, Ethan Tinoco

This study evaluated the influence of novel beverage formulations on bioimpedance- and urine-based hydration markers. Thirty young healthy adults (n=16 females, n=14 males; age: 23.2±3.7 years; BMI: 24.3±3.3 kg/m2) participated in a randomized, double-blind, placebo-controlled, crossover study. Participants completed three conditions with baseline bioimpedance, urine, and body mass assessments, followed by ingestion of one liter of a test beverage over a 30-minute period. The three beverages were: active hydration formulation in still (AFstill) or sparkling (AFspark) water and a still water control. The active formulations were identical in concentrations of alpha-cyclodextrin and complexing agents. Following beverage ingestion, bioimpedance assessments were performed every 15 minutes for two hours, followed by final urinary and body mass assessments. The primary bioimpedance outcomes were phase angle at 50 kHz, resistance of the extra-cellular compartment (R0), and resistance of the intracellular compartment (Ri). Data were analyzed using linear mixed effects models, Friedman tests, and Wilcoxon tests. Statistically significant changes in phase angle values were observed at 30 (p=0.004) and 45 minutes (p=0.024) following the initiation of beverage ingestion in the AFstill condition as compared to the reference model (i.e., control condition at baseline). Although differences between conditions were not statistically significant at later time points, the data were consistent with AFstill having greater elevations in phase angle throughout the monitoring period. At the 30-minute time point only, statistically significant differences in R0 for AFspark (p<0.001) and in Ri for AFstill (p=0.008) were observed. When averaged across post-ingestion time points, there was a trend (p=0.08) for Ri differences between conditions. The net fluid balance was greater than zero, indicating retention of ingested fluid, for AFstill (p=0.02) and control (p=0.03), with a trend for AFspark (p=0.06). In conclusion, an active formulation containing alpha-cyclodextrin in still water demonstrated potential benefits for enhancing hydration markers in humans.

本研究评估了新型饮料配方对生物阻抗和尿液水合指标的影响。30名年轻健康成人(女性16名,男性14名;年龄:23.2±3.7岁;BMI: 24.3±3.3 kg/m2)参加了一项随机、双盲、安慰剂对照的交叉研究。参与者完成了三个条件,包括基线生物阻抗、尿液和体重评估,然后在30分钟内饮用一升测试饮料。这三种饮料是:在静止(AFstill)或气泡(AFspark)水中的活性水合制剂和静止水对照。活性配方中-环糊精和络合剂的浓度相同。饮用饮料后,每15分钟进行一次生物阻抗评估,持续2小时,随后进行最终尿液和体重评估。主要的生物阻抗结果是50 kHz时的相位角、细胞外室的电阻(R0)和细胞内室的电阻(Ri)。数据分析采用线性混合效应模型、Friedman检验和Wilcoxon检验。与参考模型(即基线的对照条件)相比,在AFstill条件下开始饮用饮料后30分钟(p=0.004)和45分钟(p=0.024),相角值的变化具有统计学意义。虽然在后期的时间点上,不同条件之间的差异没有统计学意义,但数据与afl在整个监测期间仍然有较大的相位角升高一致。仅在30分钟时间点,AFspark的R0差异具有统计学意义(p
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引用次数: 0
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Journal of Electrical Bioimpedance
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