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Luna JMM, Luna AM, Fernández REH. Characterization and Differentiation between Olive Varieties through Electrical Impedance Spectroscopy, Neural Networks and IoT. SENSORS 2020; 20:s20205932. [PMID: 33092289 PMCID: PMC7589123 DOI: 10.3390/s20205932] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/20/2020] [Revised: 10/15/2020] [Accepted: 10/16/2020] [Indexed: 11/16/2022]
Abstract
Electrical impedance has shown itself to be useful in measuring the properties and characteristics of agri-food products: fruit quality, moisture content, the germination capacity in seeds or the frost-resistance of fruit. In the case of olives, it has been used to determine fat content and optimal harvest time. In this paper, a system based on the System on Chip (SoC) AD5933 running a 1024-point discrete Fourier transform (DFT) to return the impedance value as a magnitude and phase and which, working together with two ADG706 analog multiplexers and an external programmable clock based on a synthesized DDS in a FPGA XC3S250E-4VQG100C, allows for the impedance measurement in agri-food products with a frequency sweep from 1 Hz to 100 kHz. This paper demonstrates how electrical impedance is affected by the temperature both in freshly picked olives and in those processed in brine and provides a way to characterize cultivars by making use of only the electrical impedance, neural networks (NN) and the Internet of Things (IoT), allowing information to be collected from the olive samples analyzed both on farms and in factories.
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Affiliation(s)
| | - Antonio Madueño Luna
- Aerospace Engineering and Fluid Mechanical Department, University of Seville, 41013 Seville, Spain;
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2
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Hefele M, Wirths W, Brischwein M, Grothe H, Kreupl F, Wolf B. Measuring fluorescence-lifetime and bio-impedance sensors for cell based assays using a network analyzer integrated circuit. Biosens Bioelectron 2019; 129:292-297. [PMID: 30249385 DOI: 10.1016/j.bios.2018.09.053] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2018] [Revised: 09/03/2018] [Accepted: 09/13/2018] [Indexed: 11/17/2022]
Abstract
Cell culture assays for therapeutic drug screening today are fully automated. Vitality of the cells is monitored by different sensors. For such a system, we propose a new reader unit, which is capable of reading two different fluorescent sensors and electrical impedance in 24-well-plates. Main goals are to reduce cost, complexity and size while achieving a similar performance as the existing reader unit. To achieve this, measurement electronics and signal paths for frequency domain fluorescence and bio-impedance measurement are combined. Central component is an integrated circuit for impedance spectroscopy. A new compact and economic optical setup is developed to read two different sensor spots on the bottom of the well. Measurement errors introduced by different components like DFT leakage, and frequency dependent signal delays are evaluated and compensated. A set of commercially available fluorescence sensor spots is used to verify the read out performance. The results are usable, with noise slightly higher than commercial readers. To verify the impedance measurement accuracy, measurements of known resistances are conducted. In the relevant impedance and frequency range for biological applications a suitable accuracy is achieved. Due to the higher sampling rate of the new reader, the higher noise can be reduced through averaging. The new system is significantly smaller and cheaper to manufacture than commercially available devices.
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Affiliation(s)
- Markus Hefele
- Technical University of Munich (TUM), Department of Hybrid Electronic Systems, Arcisstr. 21, 80333 Munich, Germany.
| | - Walter Wirths
- Technical University of Munich (TUM), Department of Electrical and Computer Engineering, Arcisstr. 21, 80333 Munich, Germany.
| | - Martin Brischwein
- Technical University of Munich (TUM), Chair for Bio-Medical Electronics, Ismaningerstr. 22, 81675 Munich, Germany.
| | - Helmut Grothe
- Technical University of Munich (TUM), Department of Hybrid Electronic Systems, Arcisstr. 21, 80333 Munich, Germany.
| | - Franz Kreupl
- Technical University of Munich (TUM), Department of Hybrid Electronic Systems, Arcisstr. 21, 80333 Munich, Germany.
| | - Bernhard Wolf
- Technical University of Munich (TUM), Department of Electrical and Computer Engineering, Arcisstr. 21, 80333 Munich, Germany; Steinbeis-Transferzentrum Medizinische Elektronik und Lab on Chip-Systeme, Fendstr. 7, 80802 Munich, Germany.
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Wu H, Yang Y, Bagnaninchi PO, Jia J. Electrical impedance tomography for real-time and label-free cellular viability assays of 3D tumour spheroids. Analyst 2018; 143:4189-4198. [DOI: 10.1039/c8an00729b] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Real-time and label-free screening of the cell viability of 3D tumour spheroids by electrical impedance tomography.
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Affiliation(s)
- Hancong Wu
- School of Engineering
- The University of Edinburgh
- UK
| | - Yunjie Yang
- School of Engineering
- The University of Edinburgh
- UK
| | - Pierre O. Bagnaninchi
- Medical Research Council Centre for Regenerative Medicine
- The University of Edinburgh
- UK
| | - Jiabin Jia
- School of Engineering
- The University of Edinburgh
- UK
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Lundstrom K. Cell-impedance-based label-free technology for the identification of new drugs. Expert Opin Drug Discov 2017; 12:335-343. [PMID: 28276704 DOI: 10.1080/17460441.2017.1297419] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
INTRODUCTION Drug discovery has progressed from relatively simple binding or activity screening assays to high-throughput screening of sophisticated compound libraries with emphasis on miniaturization and automation. The development of functional assays has enhanced the success rate in discovering novel drug molecules. Many technologies, originally based on radioactive labeling, have sequentially been replaced by methods based on fluorescence labeling. Recently, the focus has switched to label-free technologies in cell-based screening assays. Areas covered: Label-free, cell-impedance-based methods comprise of different technologies including surface plasmon resonance, mass spectrometry and biosensors applied for screening of anticancer drugs, G protein-coupled receptors, receptor tyrosine kinase and virus inhibitors, drug and nanoparticle cytotoxicity. Many of the developed methods have been used for high-throughput screening in cell lines. Cell viability and morphological damage prediction have been monitored in three-dimensional spheroid human HT-29 carcinoma cells and whole Schistosomula larvae. Expert opinion: Progress in label-free, cell-impedance-based technologies has facilitated drug screening and may enhance the discovery of potential novel drug molecules through, and improve target molecule identification in, alternative signal pathways. The variety of technologies to measure cellular responses through label-free cell-impedance based approaches all support future drug development and should provide excellent assets for finding better medicines.
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Demmel F, Brischwein M, Wolf P, Huber F, Pfister C, Wolf B. Nutrient depletion and metabolic profiles in breast carcinoma cell lines measured with a label-free platform. Physiol Meas 2015; 36:1367-81. [PMID: 26015442 DOI: 10.1088/0967-3334/36/7/1367] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
The response of two well-characterized human breast cancer cell lines (MCF-7 and MDA-MB-231) to a series of nutrient deficiencies is investigated with a label-free cell assay platform. The motivation of the research is to analyze adaptive responses of tumor cell metabolism and to find limiting conditions for cell survival. The platform measures extracellular values of pH and dissolved oxygen saturation to provide data of extracellular acidification rates and oxygen uptake rates. Additional electric cell substrate impedance sensing and bright-field cell imaging supports the data interpretation by providing information about cell morphological parameters. A sequential administration of nutrient depletions does not cause metabolic reprogramming, since the ratios of oxygen uptake to acidification return to their basal values. While the extracellular acidification drops sharply upon reduction of glucose and glutamine, the oxygen uptake is not affected. In contrast to other published data, cell death is not observed when both glucose and glutamine are depleted and cell proliferation is not inhibited, at least in MCF-7 cultures. It is assumed that residual concentrations of nutrients from the serum component are able to maintain cell viability when delivered regularly by active flow like in the cell assay platform, and, in a similar way, under physiological conditions.
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Affiliation(s)
- F Demmel
- Heinz Nixdorf-Lehrstuhl für Medizinische Elektronik, Technische Universität München, Theresienstraße 90, 80333 Munich, Germany
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Reactance and resistance: main properties to follow the cell differentiation process in Bacillus thuringiensis by dielectric spectroscopy in real time. Appl Microbiol Biotechnol 2015; 99:5439-50. [PMID: 25862207 DOI: 10.1007/s00253-015-6562-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2015] [Revised: 03/17/2015] [Accepted: 03/19/2015] [Indexed: 10/23/2022]
Abstract
During growth, Bacillus thuringiensis presents three phases: exponential phase (EP), transition state (TS), and sporulation phase (SP). In order to form a dormant spore and to synthesize delta-endotoxins during SP, bacteria must undergo a cellular differentiation process initiated during the TS. Dielectric spectroscopy is a technique that can be utilized for continuous and in situ monitoring of the cellular state. In order to study on-line cell behavior in B. thuringiensis cultures, we conducted a number of batch cultures under different conditions, by scanning 200 frequencies from 42 Hz to 5 MHz and applying fixed current and voltage of 20 mA and 5 V DC, respectively. The resulting signals included Impedance (Z), Angle phase (Deg), Voltage (V), Current (I), Conductance (G), Reactance (X), and Resistance (R). Individual raw data relating to observed dielectric property profiles were correlated with the different growth phases established using data from cellular growth, cry1Ac gene expression, and free spores obtained with conventional techniques and fermentation parameters. Based on these correlations, frequencies of 0.1, 0.5, and 1.225 MHz were selected for the purpose of measuring dielectric properties in independent batch cultures, at a fixed frequency. X and R manifest more propitious behavior in relation to EP, TS, SP, and spore release, due to particular changes in their signals. Interestingly, these profiles underwent pronounced changes during EP and TS that were not noticed when using conventional methods, but were indicative of the beginning of the B. thuringiensis cell differentiation process.
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Pethig R. Dielectrophoresis: an assessment of its potential to aid the research and practice of drug discovery and delivery. Adv Drug Deliv Rev 2013; 65:1589-99. [PMID: 24056182 DOI: 10.1016/j.addr.2013.09.003] [Citation(s) in RCA: 85] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2013] [Revised: 08/08/2013] [Accepted: 09/11/2013] [Indexed: 02/06/2023]
Abstract
Dielectrophoresis (DEP) is an electrokinetic technique with proven ability to discriminate and selectively manipulate cells based on their phenotype and physiological state, without the need for biological tags and markers. The DEP response of a cell is predominantly determined by the physico-chemical properties of the plasma membrane, subtle changes of which can be detected from two so-called 'cross-over' frequencies, f(xo1) and f(xo2). Membrane capacitance and structural changes can be monitored by measurement of f(xo1) at sub-megahertz frequencies, and current indications suggest that f(xo2), located above 100 MHz, is sensitive to changes of trans-membrane ion fluxes. DEP lends itself to integration in microfluidic devices and can also operate at the nanoscale to manipulate nanoparticles. Apart from measurements of f(xo1) and f(xo2), other examples where DEP could contribute to drug discovery and delivery include its ability to: enrich stem cells according to their differentiation potential, and to engineer artificial cell structures and nano-structures.
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Affiliation(s)
- Ronald Pethig
- Institute for Integrated Micro and Nano Systems, School of Engineering, The University of Edinburgh, Edinburgh EH9 3JF, UK
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Wolf P, Brischwein M, Kleinhans R, Demmel F, Schwarzenberger T, Pfister C, Wolf B. Automated platform for sensor-based monitoring and controlled assays of living cells and tissues. Biosens Bioelectron 2013; 50:111-7. [PMID: 23838277 DOI: 10.1016/j.bios.2013.06.031] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2013] [Revised: 06/11/2013] [Accepted: 06/16/2013] [Indexed: 01/09/2023]
Abstract
Cellular assays have become a fundamental technique in scientific research, pharmaceutical drug screening or toxicity testing. Therefore, the requirements of technical developments for automated assays raised in the same rate. A novel measuring platform was developed, which combines automated assay processing with label-free high-content measuring and real-time monitoring of multiple metabolic and morphologic parameters of living cells or tissues. Core of the system is a test plate with 24 cell culture wells, each equipped with opto-chemical sensor-spots for the determination of cellular oxygen consumption and extracellular acidification, next to electrode-structures for electrical impedance sensing. An automated microscope provides the optical sensor read-out and allows continuous cell imaging. Media and drugs are supplied by a pipetting robot system. Therefore, assay can run over several days without personnel interaction. To demonstrate the performance of the platform in physiologic assays, we continuously recorded the kinetics of metabolic and morphologic parameters of MCF-7 breast cancer cells under the influence of the cytotoxin chloroacetaldehyde. The data point out the time resolved effect kinetics over the complete treatment period. Thereby, the measuring platform overcomes problems of endpoint tests, which cannot monitor the kinetics of different parameters of the same cell population over longer time periods.
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Affiliation(s)
- P Wolf
- Heinz Nixdorf-Lehrstuhl für Medizinische Elektronik, Technische Universität München, Theresienstraße 90, Gebäude N3, 80333 Munich, Germany; HP Medizintechnik GmbH, Bruckmannring 19, 85764 Oberschleißheim, Germany.
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Heileman K, Daoud J, Tabrizian M. Dielectric spectroscopy as a viable biosensing tool for cell and tissue characterization and analysis. Biosens Bioelectron 2013; 49:348-59. [PMID: 23796534 DOI: 10.1016/j.bios.2013.04.017] [Citation(s) in RCA: 86] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2013] [Accepted: 04/16/2013] [Indexed: 01/03/2023]
Abstract
The use of dielectric spectroscopy to carry out real time observations of cells and to extract a wealth of information about their physiological properties has expanded in recent years. This popularity is due to the simple, easy to use, non-invasive and real time nature of dielectric spectroscopy. The ease of integrating dielectric spectroscopy with microfluidic devices has allowed the technology to further expand into biomedical research. Dielectric spectra are obtained by applying an electrical signal to cells, which is swept over a frequency range. This review covers the different methods of interpreting dielectric spectra and progress made in applications of impedance spectroscopy for cell observations. First, methods of obtaining specific electrical properties of cells (cell membrane capacitance and cytoplasm conductivity) are discussed. These electrical properties are obtained by fitting the dielectric spectra to different models and equations. Integrating models to reduce the effects of the electrical double layer are subsequently covered. Impedance platforms are then discussed including electrical cell substrate impedance sensing (ECIS). Categories of ECIS systems are divided into microelectrode arrays, interdigitated electrodes and those that allow differential ECIS measurements. Platforms that allow single cell and sub-single cell measurements are then discussed. Finally, applications of impedance spectroscopy in a range of cell observations are elaborated. These applications include observing cell differentiation, mitosis and the cell cycle and cytotoxicity/cell death. Future applications such as drug screening and in point of care applications are then covered.
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Affiliation(s)
- Khalil Heileman
- Department of Biomedical Engineering, Faculty of Medicine, McGill University, 3775 University Street, Montreal, Quebec, Canada.
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Koppenhöfer D, Susloparova A, Docter D, Stauber RH, Ingebrandt S. Monitoring nanoparticle induced cell death in H441 cells using field-effect transistors. Biosens Bioelectron 2012; 40:89-95. [PMID: 22794933 DOI: 10.1016/j.bios.2012.06.031] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2012] [Revised: 06/13/2012] [Accepted: 06/18/2012] [Indexed: 11/19/2022]
Abstract
In this work we propose the use of field-effect transistors (FETs) to examine the reaction of individual tumor cells to treatment with cell death inducing nanoparticles for future use in cancer therapy.For our analysis the human cancer cell line H441 (a human lung adenocarcinoma epithelial cell line) was cultivated on fibronectin coated FETs and treated with various concentrations of silicon nanoparticles. The cell line was cultivated under standard conditions. The reactions of the cells to the nanoparticles were analyzed via transfer function measurements, microscopic examination and standard MTT viability assays. Microscopic examination showed a clear change of morphology to round cells, which accompanies detachment from the surface of the substrate. Cell detachment could also be observed as a signal shift in the transfer function.The results of our study indicate the applicability of FETs for cancer research and analyzing pharmacological effects of new compounds. In addition our results implicate the usefulness of silicon nanoparticle based compounds in cancer therapy.
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Affiliation(s)
- D Koppenhöfer
- Department of Informatics and Microsystem Technology, University of Applied Sciences Kaiserslautern, Zweibrücken, Germany
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