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A comparative analysis of low intensity ultrasound effects on living cells: from simulation to experiments 低强度超声对活细胞影响的比较分析:从模拟到实验
IF 2.8 4区 医学 Q2 Engineering Pub Date : 2022-10-24 DOI: 10.1007/s10544-022-00635-x
Giulia Tamboia, Michele Campanini, Veronica Vighetto, Luisa Racca, Luca Spigarelli, Giancarlo Canavese, Valentina Cauda

Ultrasounds are already broadly exploited in clinical diagnostics and are now becoming a powerful and not harmful tool in antitumoral therapies, as they are able to produce damages towards cancer cells, thank to inertial cavitation and temperature increase. The use of US alone or combined to molecular compounds, microbubbles or solid-state nanoparticles is the focus of current research and clinical trials, like thermoablation, drug sonoporation or sonodynamic therapies. In the present work, we discuss on the non-thermal effects of ultrasound and the conditions which enable oxygen radical production and which role they can have in provoking the death of different cancer cell lines. In this perspective, we set a mathematical model to predict the pressure spatial distribution in a defined water sample volume and thus obtain a map of acoustic pressures and acoustic intensities of the applied ultrasound at different input powers. We then validate and verify these numerical results with direct acoustic measurements and by detecting the production of reactive oxygen species (ROS) by means of sonochemiluminescence (SCL) and electron paramagnetic resonance (EPR) spectroscopy, applied to the same water sample volume and using the same US input parameters adopted in the simulation. Finally, the various US conditions are applied to two different set of cancer cell lines, a cervical adenocarcinoma and a hematological cancer, Burkitt’s lymphoma. We hypothesize how the ROS generation can influence the recorded cell death. In a second set of experiments, the role of semiconductor metal oxide nanocrystals, i.e. zinc oxide, is also evaluated by adding them to the water and biological systems. In particular, the role of ZnO in enhancing the ROS production is verified. Furthermore, the interplay among US and ZnO nanocrystals is evaluated in provoking cancer cell death at specific conditions. This study demonstrates a useful correlation between numerical simulation and experimental acoustic validation as well as with ROS measurement at both qualitative and quantitative levels during US irradiation of simple water solution. It further tries to translate the obtained results to justify one of the possible mechanisms responsible of cancer cell death. It thus aims to pave the way for the use of US in cancer therapy and a better understanding on the non-thermal effect that a specific set of US parameters can have on cancer cells cultured in vitro.

Graphical abstract

超声波已经广泛应用于临床诊断,现在正在成为抗肿瘤治疗中一种强大而无害的工具,因为由于惯性空化和温度升高,它们能够对癌细胞产生损害。将US单独或联合用于分子化合物、微泡或固态纳米颗粒是当前研究和临床试验的重点,如热消融、药物超声穿孔或声动力疗法。在目前的工作中,我们讨论了超声波的非热效应和使氧自由基产生的条件,以及它们在引发不同癌细胞系死亡方面的作用。从这个角度来看,我们建立了一个数学模型来预测特定水样体积内的压力空间分布,从而获得不同输入功率下应用超声的声压和声强图。然后,我们通过直接声学测量和通过声化学发光(SCL)和电子顺磁共振(EPR)光谱检测活性氧(ROS)的产生来验证和验证这些数值结果,应用于相同的水样体积,并使用模拟中采用的相同的美国输入参数。最后,各种美国条件应用于两组不同的癌细胞系,宫颈腺癌和血液学癌,伯基特淋巴瘤。我们假设ROS的产生如何影响记录的细胞死亡。在第二组实验中,还通过将半导体金属氧化物纳米晶体(即氧化锌)添加到水和生物系统中来评估它们的作用。特别是,ZnO在促进ROS生成中的作用得到了验证。此外,在特定条件下,评估了US和ZnO纳米晶体之间的相互作用在引发癌细胞死亡方面的作用。本研究表明,在简单水溶液的US辐照过程中,数值模拟和实验声学验证以及定性和定量水平的ROS测量之间存在有用的相关性。它进一步试图翻译所获得的结果,以证明负责癌细胞死亡的可能机制之一。因此,它旨在为在癌症治疗中使用US铺平道路,并更好地了解一组特定的US参数对体外培养的癌细胞的非热效应。图形抽象
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引用次数: 2
Compartmentalized organ-on-a-chip structure for spatiotemporal control of oxygen microenvironments 用于氧微环境时空控制的分区器官芯片结构
IF 2.8 4区 医学 Q2 Engineering Pub Date : 2022-10-21 DOI: 10.1007/s10544-022-00634-y
Kaisa Tornberg, Hannu Välimäki, Silmu Valaskivi, Antti-Juhana Mäki, Matias Jokinen, Joose Kreutzer, Pasi Kallio

Hypoxia is a condition where tissue oxygen levels fall below normal levels. In locally induced hypoxia due to blood vessel blockage, oxygen delivery becomes compromised. The site where blood flow is diminished the most forms a zero-oxygen core, and different oxygenation zones form around this core with varying oxygen concentrations. Naturally, these differing oxygen microenvironments drive cells to respond according to their oxygenation status. To study these cellular processes in laboratory settings, the cellular gas microenvironments should be controlled rapidly and precisely. In this study, we propose an organ-on-a-chip device that provides control over the oxygen environments in three separate compartments as well as the possibility of rapidly changing the corresponding oxygen concentrations. The proposed device includes a microfluidic channel structure with three separate arrays of narrow microchannels that guide gas mixtures with desired oxygen concentrations to diffuse through a thin gas-permeable membrane into cell culture areas. The proposed microfluidic channel structure is characterized using a 2D ratiometric oxygen imaging system, and the measurements confirm that the oxygen concentrations at the cell culture surface can be modulated in a few minutes. The structure is capable of creating hypoxic oxygen tension, and distinct oxygen environments can be generated simultaneously in the three compartments. By combining the microfluidic channel structure with an open-well coculture device, multicellular cultures can be established together with compartmentalized oxygen environment modulation. We demonstrate that the proposed compartmentalized organ-on-a-chip structure is suitable for cell culture.

缺氧是组织含氧量低于正常水平的一种情况。在血管阻塞引起的局部缺氧中,氧气输送受到损害。血流减少最多的部位形成零氧核心,不同的氧合区在这个核心周围形成不同的氧浓度。自然地,这些不同的氧微环境驱动细胞根据它们的氧合状态做出反应。为了在实验室环境中研究这些细胞过程,细胞气体微环境必须得到快速而精确的控制。在这项研究中,我们提出了一种器官芯片装置,该装置可以控制三个独立隔间中的氧气环境,并可以快速改变相应的氧气浓度。所提出的装置包括一个微流控通道结构,该结构具有三个独立的窄微通道阵列,其引导具有所需氧浓度的气体混合物通过薄的透气膜扩散到细胞培养区域。采用二维比例氧成像系统对所提出的微流控通道结构进行了表征,测量结果证实,细胞培养表面的氧浓度可以在几分钟内调节。该结构能够产生低氧张力,并且可以在三个隔间中同时产生不同的氧气环境。通过将微流控通道结构与开孔共培养装置相结合,可以建立多细胞培养并进行区隔氧环境调节。我们证明了所提出的区隔化器官芯片结构适用于细胞培养。
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引用次数: 2
A multi-material platform for imaging of single cell-cell junctions under tensile load fabricated with two-photon polymerization 用双光子聚合技术制备了一种用于拉伸载荷下单细胞-细胞连接成像的多材料平台
IF 2.8 4区 医学 Q2 Engineering Pub Date : 2022-10-08 DOI: 10.1007/s10544-022-00633-z
Jordan Rosenbohm, Grayson Minnick, Bahareh Tajvidi Safa, Amir Monemian Esfahani, Xiaowei Jin, Haiwei Zhai, Nickolay V. Lavrik, Ruiguo Yang

We previously reported a single-cell adhesion micro tensile tester (SCAμTT) fabricated from IP-S photoresin with two-photon polymerization (TPP) for investigating the mechanics of a single cell-cell junction under defined tensile loading. A major limitation of the platform is the autofluorescence of IP-S, the photoresin for TPP fabrication, which significantly increases background signal and makes fluorescent imaging of stretched cells difficult. In this study, we report the design and fabrication of a new SCAμTT platform that mitigates autofluorescence and demonstrate its capability in imaging a single cell pair as its mutual junction is stretched. By employing a two-material design using IP-S and IP-Visio, a photoresin with reduced autofluorescence, we show a significant reduction in autofluorescence of the platform. Further, by integrating apertures onto the substrate with a gold coating, the influence of autofluorescence on imaging is almost completely mitigated. With this new platform, we demonstrate the ability to image a pair of epithelial cells as they are stretched up to 250% strain, allowing us to observe junction rupture and F-actin retraction while simultaneously recording the accumulation of over 800 kPa of stress in the junction. The platform and methodology presented here can potentially enable detailed investigation of the mechanics of and mechanotransduction in cell-cell junctions and improve the design of other TPP platforms in mechanobiology applications.

Graphical abstract

我们之前报道了一个由IP-S光树脂与双光子聚合(TPP)制成的单细胞粘附微拉伸测试仪(SCAμTT),用于研究单细胞-细胞连接在规定拉伸载荷下的力学。该平台的一个主要限制是IP-S的自身荧光,这是用于TPP制造的光树脂,它会显著增加背景信号,使拉伸细胞的荧光成像变得困难。在这项研究中,我们报告了一种新的SCAμTT平台的设计和制造,该平台可以减轻自身荧光,并证明了其在单细胞对的相互连接被拉伸时成像的能力。通过采用IP-S和IP-Visio(一种减少自身荧光的光树脂)的双材料设计,我们发现平台的自身荧光显著减少。此外,通过将孔径与金涂层集成到衬底上,几乎完全减轻了自身荧光对成像的影响。利用这个新平台,我们展示了对一对上皮细胞进行成像的能力,当它们被拉伸到250%的应变时,我们可以观察到连接处的破裂和f -肌动蛋白的收缩,同时记录连接处超过800kpa的应力积累。这里提出的平台和方法可以潜在地详细研究细胞-细胞连接的力学和机械转导,并改进机械生物学应用中其他TPP平台的设计。图形抽象
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引用次数: 2
Biosensors for detection of prostate cancer: a review 生物传感器检测前列腺癌的研究进展
IF 2.8 4区 医学 Q2 Engineering Pub Date : 2022-09-28 DOI: 10.1007/s10544-022-00631-1
Sourav Sarkar, Manashjit Gogoi, Mrityunjoy Mahato, Abhijeet Balwantrao Joshi, Arup Jyoti Baruah, Prashant Kodgire, Polina Boruah

Diagnosis of prostate cancer (PC) has posed a challenge worldwide due to the sophisticated and costly diagnostics tools, which include DRE, TRUS, GSU, PET/CT scan, MRI, and biopsy. These diagnostic techniques are very helpful in the detection of PCs; however, all the techniques have their serious limitations. Biosensors are easier to fabricate and do not require any cutting-edge technology as required for other imaging techniques. In this regard, point-of-care (POC) biosensors are important due to their portability, convenience, low cost, and fast procedure. This review explains the various existing diagnostic tools for the detection of PCs and the limitation of these methods. It also focuses on the recent studies on biosensors technologies as an alternative to the conventional diagnostic techniques for the detection of PCs.

Graphical abstract

前列腺癌(PC)的诊断在全球范围内都是一个挑战,因为诊断工具复杂而昂贵,包括DRE、TRUS、GSU、PET/CT扫描、MRI和活检。这些诊断技术对pc的检测非常有帮助;然而,所有的技术都有其严重的局限性。生物传感器更容易制造,并且不需要像其他成像技术那样需要任何尖端技术。在这方面,即时护理(POC)生物传感器因其便携性、便利性、低成本和快速操作而非常重要。这篇综述解释了各种现有的诊断工具的检测pc和这些方法的局限性。它还重点介绍了生物传感器技术作为检测pc的传统诊断技术的替代方法的最新研究。图形抽象
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引用次数: 5
A flexible implantable microelectrode array for recording electrocorticography signals from rodents 用于记录啮齿动物皮质电成像信号的柔性植入微电极阵列
IF 2.8 4区 医学 Q2 Engineering Pub Date : 2022-09-17 DOI: 10.1007/s10544-022-00632-0
Suman Chatterjee, Tushar Sakorikar, Arjun BS, Rathin K. Joshi, Abhay Sikaria, Mahesh Jayachandra, Vikas V, Hardik J. Pandya

Electrocorticography signals, the intracranial recording of electrical signatures of the brain, are recorded by non-penetrating planar electrode arrays placed on the cortical surface. Flexible electrode arrays minimize the tissue damage upon implantation. This work shows the design and development of a 32-channel flexible microelectrode array to record electrocorticography signals from the rat's brain. The array was fabricated on a biocompatible flexible polyimide substrate. A titanium/gold layer was patterned as electrodes, and a thin polyimide layer was used for insulation. The fabricated microelectrode array was mounted on the exposed somatosensory cortex of the right hemisphere of a rat after craniotomy and incision of the dura. The signals were recorded using OpenBCI Cyton Daisy Biosensing Boards. The array faithfully recorded the baseline electrocorticography signals, the induced epileptic activities after applying a convulsant, and the recovered baseline signals after applying an antiepileptic drug. The signals recorded by such fabricated microelectrode array from anesthetized rats demonstrate its potential to monitor electrical signatures corresponding to epilepsy. Finally, the time–frequency analyses highlight the difference in spatiotemporal features of baseline and evoked epileptic discharges.

脑皮质电图信号,脑电信号的颅内记录,是由放置在皮质表面的非穿透平面电极阵列记录的。柔性电极阵列最大限度地减少了植入时的组织损伤。这项工作展示了一种32通道柔性微电极阵列的设计和开发,用于记录来自大鼠大脑的皮质电信号。该阵列是在生物相容性柔性聚酰亚胺衬底上制备的。钛/金层作为电极,薄聚酰亚胺层用于绝缘。将制备的微电极阵列安装在开颅切开硬脑膜后暴露的右半球体感觉皮层上。使用OpenBCI Cyton Daisy生物传感板记录信号。该阵列忠实地记录了基线皮质电图信号、应用惊厥药后诱发的癫痫活动以及应用抗癫痫药物后恢复的基线信号。这种制备的微电极阵列记录的麻醉大鼠的信号显示了其监测癫痫相应电特征的潜力。最后,时频分析强调了基线和诱发性癫痫放电的时空特征差异。
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引用次数: 2
Dielectrophoretic separation of blood cells 介电分离血细胞的方法
IF 2.8 4区 医学 Q2 Engineering Pub Date : 2022-08-25 DOI: 10.1007/s10544-022-00623-1
Maria E. P. Emmerich, Anne-Sophie Sinnigen, Peter Neubauer, Mario Birkholz

Microfluidic dielectrophoretic (DEP) devices enable the label-free separation and isolation of cells based on differences in their electrophysiological properties. The technique can serve as a tool in clinical diagnostics and medical research as it facilitates the analysis of patient-specific blood composition and the detection and isolation of pathogenic cells like circulating tumor cells or malaria-infected erythrocytes. This review compares different microfluidic DEP devices to separate platelets, erythrocytes and leukocytes including their cellular subclasses. An overview and experimental setups of different microfluidic DEP devices for the separation, trapping and isolation or purification of blood cells are detailed with respect to their technical design, electrode configuration, sample preparation, applied voltage and frequency and created DEP field based and related to the separation efficiency. The technique holds the promise that results can quickly be attained in clinical and ambulant settings. In particular, point-of-care-testing scenarios are favored by the extensive miniaturization, which would be enabled by microelectronical integration of DEP devices.

微流体介电泳(DEP)设备能够基于细胞电生理特性的差异实现细胞的无标记分离和分离。该技术可以作为临床诊断和医学研究的工具,因为它有助于分析患者特异性血液成分,并检测和分离致病细胞,如循环肿瘤细胞或疟疾感染的红细胞。这篇综述比较了不同的微流体DEP装置来分离血小板、红细胞和白细胞,包括它们的细胞亚类。详细介绍了用于分离、捕获和分离或纯化血细胞的不同微流体DEP装置的技术设计、电极配置、样品制备、施加的电压和频率,以及基于DEP场产生的与分离效率相关的DEP场。该技术有望在临床和流动环境中快速获得结果。特别是,护理点测试场景受到广泛小型化的青睐,这将通过DEP设备的微机电集成来实现。
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引用次数: 11
Graphene and graphene nanohybrid composites-based electrodes for physiological sensing applications 基于石墨烯和石墨烯纳米复合材料的生理传感电极应用
IF 2.8 4区 医学 Q2 Engineering Pub Date : 2022-08-23 DOI: 10.1007/s10544-022-00630-2
Bani Gandhi, Nallanthighal Srinivasa Raghava

In this paper, three categories of ECG electrodes were fabricated. Graphene/PDMS(Polydimethylsiloxane)(G-I), Graphene/MWCNT-COOH(Carboxylic-acid functionalized Multi-walled Carbon Nanotubes)/PDMS(G-II),and Graphene/SWCNT-COOH(Carboxylic-acid functionalized Single-walled Carbon Nanotubes)/PDMS(G-III). Each group had thirteen electrodes with varying concentrations ranging from 0.1-5wt%. Since CNTs get tangled easily, it becomes necessary to disperse them properly. To achieve optimal dispersion, CNTs were first sonicated with Isopropyl Alcohol (IPA), and then with PDMS. Mold casting was the technique used for fabricating the electrodes. The results were compared with the conventional ECG electrodes. Best results were achieved from G-III at 3wt% as the value of capacitance is high (0.172nF) as compared to G-I and G-III values at 3wt% which are 0.036nF (0.036nF) and 0.015nF respectively. As capacitance has an inverse relationship with the resistance and impedance, thus at 3wt% the resistance (0.361MΩ) and impedance (0.36MΩ) values are low, which satisfies the relationship. The values of resistance and impedance of G-II are low when compared with the values of G-I and G-II. Great results and ECG waveform are achieved with 3wt% for G-II, which also uses less nanomaterials to produce such great ECG results. It was observed that even after using the electrodes for 5 days, the ECG signal did not degrade over time and no skin allergies were detected for any of the three groups. The ECG tracking system was developed on the concept of the Internet-of-Things (IoT) using various electronic hardware components and software solutions. The results from the fabricated electrodes were promising and were suitable for long-term, and continuous ECG monitoring.

本文制作了三种类型的心电电极。石墨烯/PDMS(聚二甲基硅氧烷)(G-I),石墨烯/MWCNT-COOH(羧酸功能化多壁碳纳米管)/PDMS(G-II),石墨烯/SWCNT-COOH(羧酸功能化单壁碳纳米管)/PDMS(G-III)。每组有13个电极,浓度从0.1-5wt%不等。由于碳纳米管很容易缠结,因此有必要适当地分散它们。为了达到最佳分散效果,先用异丙醇(IPA)对CNTs进行超声处理,然后再用PDMS进行超声处理。模具铸造是用来制造电极的技术。结果与常规心电图电极进行了比较。与G-I和G-III在3wt%时的值分别为0.036nF (0.036nF)和0.015nF相比,G-III在3wt%时的电容值高(0.172nF),效果最好。由于电容与电阻和阻抗呈反比关系,因此在3wt%时,电阻(0.361MΩ)和阻抗(0.36MΩ)值都很低,满足关系。与G-I和G-II相比,G-II的电阻和阻抗值较低。G-II在3wt%的情况下取得了很好的效果和心电图波形,并且使用了更少的纳米材料来产生如此好的心电图效果。观察到,即使在使用电极5天后,心电图信号也没有随着时间的推移而减弱,三组中的任何一组都没有检测到皮肤过敏。心电跟踪系统是基于物联网(IoT)的概念开发的,使用了各种电子硬件组件和软件解决方案。制备的电极具有良好的应用前景,适用于长期、连续的心电监测。
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引用次数: 0
Dual-action of colloidal ISCOMs: an optimized approach using Box-Behnken design for the management of breast cancer 胶体iscom的双重作用:一种使用Box-Behnken设计的乳腺癌管理优化方法
IF 2.8 4区 医学 Q2 Engineering Pub Date : 2022-08-20 DOI: 10.1007/s10544-022-00625-z
Drashti Desai, Pravin Shende

Neuropeptide Y (NPY) occurs in G-protein-coupled receptors and offers targeted effects at the active sites for therapeutic action in various conditions like depression, stress, obesity and cancer. Immune stimulating complexes (ISCOMs) associate peptides with the lipid systems for enhancing antigen targeting to provide site-specific action and B-cell response. The present study focused on the encapsulation of NPY in ISCOMs to comprise dual action in the form of immunity modulation and management of breast cancer by arresting G0/G1 phase. The colloidal ISCOMs were prepared by coupling method and further optimized by Box-Behnken design of Design of Experiment (DoE) software. The NPY-loaded ISCOMs (formulation ISCN) were characterized by various parameters with higher % encapsulation efficiency of 87.99 ± 1.87% and in-vitro release of 84.16±3.2% of NPY for 24 h. The study of MTT assay on MCF-7 cell line for formulation ISCN exhibited a significant decrease in the cell growth of 66.41±4.7% at 10 µg/mL compared to plain NPY (52.21±0.04%). The MCF-7 cells showed a significant reduction in cytokine levels in the presence of formulation ISCN wherein TH1(TNF-α) and TH2(IL-10) levels were found to be 25.12±3.11 pg/mL and 35.76±4.23 pg/mL, respectively. The cell cycle study demonstrated that significant cells were blocked in the G0/G1 phase with 57.8±3.02% of cell apoptosis using formulation ISCN. The formulation ISCN was found to prolong t1/2 and increase AUC than plain NPY via intravenous administration due to complex formation with phospholipid. Hence, ISCOMs-based NPY system will be a promising approach for dual action as immunomodulation and anticancer effects by controlling the release of NPY.

神经肽Y (NPY)发生在g蛋白偶联受体中,并在活性位点提供靶向作用,用于治疗各种疾病,如抑郁、压力、肥胖和癌症。免疫刺激复合物(ISCOMs)将多肽与脂质系统结合起来,增强抗原靶向性,提供位点特异性作用和b细胞应答。目前的研究重点是在ISCOMs中包封NPY,通过阻断G0/G1期来实现免疫调节和乳腺癌管理的双重作用。采用耦合法制备胶体iscom,并用实验设计软件Box-Behnken设计对其进行优化。不同参数表征了NPY负载ISCOMs(制剂ISCN)的包封率为87.99±1.87%,体外24 h NPY释放量为84.16±3.2%。在MCF-7细胞株的MTT试验中,制剂ISCN在10µg/mL浓度下的细胞生长比普通NPY(52.21±0.04%)显著降低66.41±4.7%。MCF-7细胞在配方ISCN的作用下,细胞因子水平显著降低,其中TH1(TNF-α)和TH2(IL-10)水平分别为25.12±3.11 pg/mL和35.76±4.23 pg/mL。细胞周期研究表明,在G0/G1期显著细胞被ISCN制剂阻断,细胞凋亡率为57.8±3.02%。由于与磷脂形成复合物,与静脉给药的普通NPY相比,ISCN配方延长了t1/2,增加了AUC。因此,基于iscoms的NPY系统将是一种很有前途的方法,通过控制NPY的释放来实现免疫调节和抗癌的双重作用。
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引用次数: 1
Biosensors and machine learning for enhanced detection, stratification, and classification of cells: a review 生物传感器和机器学习用于增强细胞检测、分层和分类:综述
IF 2.8 4区 医学 Q2 Engineering Pub Date : 2022-08-12 DOI: 10.1007/s10544-022-00627-x
Hassan Raji, Muhammad Tayyab, Jianye Sui, Seyed Reza Mahmoodi, Mehdi Javanmard

Biological cells, by definition, are the basic units which contain the fundamental molecules of life of which all living things are composed. Understanding how they function and differentiating cells from one another, therefore, is of paramount importance for disease diagnostics as well as therapeutics. Sensors focusing on the detection and stratification of cells have gained popularity as technological advancements have allowed for the miniaturization of various components inching us closer to Point-of-Care (POC) solutions with each passing day. Furthermore, Machine Learning has allowed for enhancement in the analytical capabilities of these various biosensing modalities, especially the challenging task of classification of cells into various categories using a data-driven approach rather than physics-driven. In this review, we provide an account of how Machine Learning has been applied explicitly to sensors that detect and classify cells. We also provide a comparison of how different sensing modalities and algorithms affect the classifier accuracy and the dataset size required.

根据定义,生物细胞是包含构成所有生物的基本生命分子的基本单位。因此,了解它们如何发挥作用并将细胞彼此区分开来,对于疾病诊断和治疗都至关重要。随着技术的进步,各种组件的小型化使我们越来越接近护理点(POC)解决方案,专注于细胞检测和分层的传感器越来越受欢迎。此外,机器学习可以增强这些不同生物传感模式的分析能力,特别是使用数据驱动的方法而不是物理驱动的方法将细胞分类为不同类别的挑战性任务。在这篇综述中,我们提供了如何将机器学习明确应用于检测和分类细胞的传感器的说明。我们还提供了不同的传感模式和算法如何影响分类器精度和所需的数据集大小的比较。
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引用次数: 18
A PDMS-based microneedle array electrode for long-term ECG recording 一种用于长期心电记录的pdm微针阵列电极
IF 2.8 4区 医学 Q2 Engineering Pub Date : 2022-08-12 DOI: 10.1007/s10544-022-00626-y
Renxin Wang, Jianxin Bai, Xiaohang Zhu, Zhaodong Li, Lixia Cheng, Guojun Zhang, Wendong Zhang

To acquire high-quality electrocardiogram (ECG) signals, traditional Ag/AgCl wet electrodes used together with conductive gel can effectively reduce electrode–skin interface impedance (EII) in a short term. However, their weaknesses of poor flexibility and instability can no longer meet the long-term monitoring requirements of intelligent wearable devices. Owing to the flexible dry electrode without conductive gel, it is a good choice to solve the critical problem on drying-out of conductive gel. Therefore, we develop a flexible microneedle array electrode (FMAE) based on polydimethylsiloxane (PDMS) substrate, which obtains reliable bioelectrical signals by way of penetrating into the stratum corneum (SC) of the skin. The fabrication process, including silicon mold, twice PDMS shape-transferring and encapsulation, has advantages of low cost, repeatable production and good biocompatibility. Afterwards, by comparing the performance with different electrodes, impedance test results indicate that the impedance of FMAE are smaller and more stable, and ECG tests in long term and at resting/jogging states also verify that FMAE can obtain durable, stable and reliable signals. In conclusion, FMAE is promising in long-term ECG monitoring.

为了获得高质量的心电图信号,传统的Ag/AgCl湿电极与导电凝胶一起使用可以在短期内有效降低电极-皮肤界面阻抗(EII)。但其灵活性差、不稳定等弱点已不能满足智能可穿戴设备的长期监测需求。由于不含导电凝胶的柔性干电极,是解决导电凝胶干燥的关键问题的良好选择。因此,我们开发了一种基于聚二甲基硅氧烷(PDMS)衬底的柔性微针阵列电极(FMAE),该电极通过穿透皮肤角质层(SC)获得可靠的生物电信号。该制备工艺包括硅模、二次PDMS形状转移和封装,具有成本低、可重复生产和良好的生物相容性等优点。随后,通过对比不同电极的性能,阻抗测试结果表明FMAE的阻抗更小、更稳定,长期和静息/慢跑状态下的心电图测试也验证了FMAE可以获得持久、稳定、可靠的信号。综上所述,FMAE在长期心电监测中具有广阔的应用前景。
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引用次数: 3
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Biomedical Microdevices
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