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Deivasigamani R, Mohd Maidin NN, Abdul Nasir NS, Abdulhameed A, Ahmad Kayani AB, Mohamed MA, Buyong MR. A correlation of conductivity medium and bioparticle viability on dielectrophoresis-based biomedical applications. Electrophoresis 2023; 44:573-620. [PMID: 36604943 DOI: 10.1002/elps.202200203] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Revised: 11/28/2022] [Accepted: 12/26/2022] [Indexed: 01/07/2023]
Abstract
Dielectrophoresis (DEP) bioparticle research has progressed from micro to nano levels. It has proven to be a promising and powerful cell manipulation method with an accurate, quick, inexpensive, and label-free technique for therapeutic purposes. DEP, an electrokinetic phenomenon, induces particle movement as a result of polarization effects in a nonuniform electrical field. This review focuses on current research in the biomedical field that demonstrates a practical approach to DEP in terms of cell separation, trapping, discrimination, and enrichment under the influence of the conductive medium in correlation with bioparticle viability. The current review aims to provide readers with an in-depth knowledge of the fundamental theory and principles of the DEP technique, which is influenced by conductive medium and to identify and demonstrate the biomedical application areas. The high conductivity of physiological fluids presents obstacles and opportunities, followed by bioparticle viability in an electric field elaborated in detail. Finally, the drawbacks of DEP-based systems and the outlook for the future are addressed. This article will aid in advancing technology by bridging the gap between bioscience and engineering. We hope the insights presented in this review will improve cell suspension medium and promote DEP-viable bioparticle manipulation for health-care diagnostics and therapeutics.
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Affiliation(s)
- Revathy Deivasigamani
- Institute of Microengineering and Nanoelectronics (IMEN), Universiti Kebangsaan Malaysia (UKM), Bangi, Selangor, Malaysia
| | - Nur Nasyifa Mohd Maidin
- Institute of Microengineering and Nanoelectronics (IMEN), Universiti Kebangsaan Malaysia (UKM), Bangi, Selangor, Malaysia
| | - Nur Shahira Abdul Nasir
- Institute of Microengineering and Nanoelectronics (IMEN), Universiti Kebangsaan Malaysia (UKM), Bangi, Selangor, Malaysia
| | | | - Aminuddin Bin Ahmad Kayani
- Functional Materials and Microsystems Research Group and the Micro Nano Research Facility, RMIT University, Melbourne, Australia.,ARC Research Hub for Connected Sensors for Health, RMIT University, Melbourne, Australia
| | - Mohd Ambri Mohamed
- Institute of Microengineering and Nanoelectronics (IMEN), Universiti Kebangsaan Malaysia (UKM), Bangi, Selangor, Malaysia
| | - Muhamad Ramdzan Buyong
- Institute of Microengineering and Nanoelectronics (IMEN), Universiti Kebangsaan Malaysia (UKM), Bangi, Selangor, Malaysia
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2
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Analysis of Temperature Field in the Dielectrophoresis-Based Microfluidic Cell Separation Device. FLUIDS 2022. [DOI: 10.3390/fluids7080263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Cell separation techniques based on dielectrophoresis are of high interest as an effective method of performing cell separation non-invasively on cells. However, dielectrophoresis devices have the problem that cells in the device are exposed to a high-temperature environment due to the generation of Joule heat caused by high-voltage application and dielectric-loss heat when the applied voltage is AC voltage. There is concern that the heat generated in the device may affect cell viability, cell cycle and apoptosis induction. In this study, the temperature field inside the dielectrophoretic cell separation device was experimentally and numerically investigated. The temperature rise at the bottom of the flow channel in the device was measured using the LIF method, and the thermofluidal behavior of the device was numerically simulated by adopting a heat generation model that takes the Joule and dielectric-loss heating into account in the energy equation. The temperature rise in the device was evaluated and the effect of the heat generation on cells in the device is discussed.
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3
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Naumova OV, Zaytseva EG. Analysis of Electric Field Distribution for SOI-FET Sensors with Dielectrophoretic Control. SENSORS 2022; 22:s22072460. [PMID: 35408075 PMCID: PMC9003046 DOI: 10.3390/s22072460] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Revised: 03/11/2022] [Accepted: 03/17/2022] [Indexed: 11/16/2022]
Abstract
Silicon-on-insulator (SOI) nanowire or nanoribbon field-effect transistor (FET) biosensors are versatile platforms of electronic detectors for the real-time, label-free, and highly sensitive detection of a wide range of bioparticles. At a low analyte concentration in samples, the target particle diffusion transport to sensor elements is one of the main limitations in their detection. The dielectrophoretic (DEP) manipulation of bioparticles is one of the most successful techniques to overcome this limitation. In this study, TCAD modeling was used to analyze the distribution of the gradient of the electric fields E for the SOI-FET sensors with embedded DEP electrodes to optimize the conditions of the dielectrophoretic delivery of the analyte. Cases with asymmetrical and symmetrical rectangular electrodes with different heights, widths, and distances to the sensor, and with different sensor operation modes were considered. The results showed that the grad E2 factor, which determines the DEP force and affects the bioparticle movement, strongly depended on the position of the DEP electrodes and the sensor operation point. The sensor operation point allows one to change the bioparticle movement direction and, as a result, change the efficiency of the delivery of the target particles to the sensor.
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Sivaramakrishnan M, Kothandan R, Govindarajan DK, Meganathan Y, Kandaswamy K. Active microfluidic systems for cell sorting and separation. CURRENT OPINION IN BIOMEDICAL ENGINEERING 2020. [DOI: 10.1016/j.cobme.2019.09.014] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
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5
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Zhang J, Song Z, Liu Q, Song Y. Recent advances in dielectrophoresis‐based cell viability assessment. Electrophoresis 2020; 41:917-932. [DOI: 10.1002/elps.201900340] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2019] [Revised: 11/28/2019] [Accepted: 11/29/2019] [Indexed: 12/15/2022]
Affiliation(s)
- Junyan Zhang
- Department of Marine EngineeringDalian Maritime University Dalian P. R. China
| | - Zhenyu Song
- Department of RadiotherapyJiaozhou Central Hospital Qingdao P. R. China
| | - Qinxin Liu
- Department of Marine EngineeringDalian Maritime University Dalian P. R. China
| | - Yongxin Song
- Department of Marine EngineeringDalian Maritime University Dalian P. R. China
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Rashed MZ, Green NG, Williams SJ. Scaling law analysis of electrohydrodynamics and dielectrophoresis for isomotive dielectrophoresis microfluidic devices. Electrophoresis 2019; 41:148-155. [DOI: 10.1002/elps.201900311] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2019] [Revised: 10/09/2019] [Accepted: 10/24/2019] [Indexed: 01/27/2023]
Affiliation(s)
| | - Nicolas G. Green
- Electronics and Computer Science University of Southampton Highfield Campus Southampton United Kingdom
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7
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Kumar M, Yadav S, Kumar A, Sharma NN, Akhtar J, Singh K. MEMS impedance flow cytometry designs for effective manipulation of micro entities in health care applications. Biosens Bioelectron 2019; 142:111526. [DOI: 10.1016/j.bios.2019.111526] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2019] [Revised: 07/02/2019] [Accepted: 07/18/2019] [Indexed: 11/26/2022]
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8
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Puttaswamy SV, Fishlock SJ, Steele D, Shi Q, Lee C, McLaughlin J. Versatile microfluidic platform embedded with sidewall three-dimensional electrodes for cell manipulation. Biomed Phys Eng Express 2019. [DOI: 10.1088/2057-1976/ab268e] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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9
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Keim K, Rashed MZ, Kilchenmann SC, Delattre A, Gonçalves AF, Éry P, Guiducci C. On-chip technology for single-cell arraying, electrorotation-based analysis and selective release. Electrophoresis 2019; 40:1830-1838. [PMID: 31111973 PMCID: PMC6771916 DOI: 10.1002/elps.201900097] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2018] [Revised: 05/07/2019] [Accepted: 05/10/2019] [Indexed: 01/14/2023]
Abstract
This paper reports a method for label-free single-cell biophysical analysis of multiple cells trapped in suspension by electrokinetic forces. Tri-dimensional pillar electrodes arranged along the width of a microfluidic chamber define actuators for single cell trapping and selective release by electrokinetic force. Moreover, a rotation can be induced on the cell in combination with a negative DEP force to retain the cell against the flow. The measurement of the rotation speed of the cell as a function of the electric field frequency define an electrorotation spectrum that allows to study the dielectric properties of the cell. The system presented here shows for the first time the simultaneous electrorotation analysis of multiple single cells in separate micro cages that can be selectively addressed to trap and/or release the cells. Chips with 39 micro-actuators of different interelectrode distance were fabricated to study cells with different sizes. The extracted dielectric properties of Henrietta Lacks, human embryonic kidney 293, and human immortalized T lymphocytes cells were found in agreements with previous findings. Moreover, the membrane capacitance of M17 neuroblastoma cells was investigated and found to fall in in the range of 7.49 ± 0.39 mF/m2 .
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Affiliation(s)
- Kevin Keim
- Laboratory of Life Sciences ElectronicsÉcole Polytechnique Fédérale de LausanneLausanneSwitzerland
| | - Mohamed Z. Rashed
- Laboratory of Life Sciences ElectronicsÉcole Polytechnique Fédérale de LausanneLausanneSwitzerland
| | - Samuel C. Kilchenmann
- Laboratory of Life Sciences ElectronicsÉcole Polytechnique Fédérale de LausanneLausanneSwitzerland
| | - Aurélien Delattre
- Laboratory of Life Sciences ElectronicsÉcole Polytechnique Fédérale de LausanneLausanneSwitzerland
| | - António F. Gonçalves
- Laboratory of Life Sciences ElectronicsÉcole Polytechnique Fédérale de LausanneLausanneSwitzerland
| | - Paul Éry
- Laboratory of Life Sciences ElectronicsÉcole Polytechnique Fédérale de LausanneLausanneSwitzerland
| | - Carlotta Guiducci
- Laboratory of Life Sciences ElectronicsÉcole Polytechnique Fédérale de LausanneLausanneSwitzerland
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Iliescu FS, Poenar DP, Yu F, Ni M, Chan KH, Cima I, Taylor HK, Cima I, Iliescu C. Recent advances in microfluidic methods in cancer liquid biopsy. BIOMICROFLUIDICS 2019; 13:041503. [PMID: 31431816 PMCID: PMC6697033 DOI: 10.1063/1.5087690] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/03/2019] [Accepted: 06/24/2019] [Indexed: 05/04/2023]
Abstract
Early cancer detection, its monitoring, and therapeutical prediction are highly valuable, though extremely challenging targets in oncology. Significant progress has been made recently, resulting in a group of devices and techniques that are now capable of successfully detecting, interpreting, and monitoring cancer biomarkers in body fluids. Precise information about malignancies can be obtained from liquid biopsies by isolating and analyzing circulating tumor cells (CTCs) or nucleic acids, tumor-derived vesicles or proteins, and metabolites. The current work provides a general overview of the latest on-chip technological developments for cancer liquid biopsy. Current challenges for their translation and their application in various clinical settings are discussed. Microfluidic solutions for each set of biomarkers are compared, and a global overview of the major trends and ongoing research challenges is given. A detailed analysis of the microfluidic isolation of CTCs with recent efforts that aimed at increasing purity and capture efficiency is provided as well. Although CTCs have been the focus of a vast microfluidic research effort as the key element for obtaining relevant information, important clinical insights can also be achieved from alternative biomarkers, such as classical protein biomarkers, exosomes, or circulating-free nucleic acids. Finally, while most work has been devoted to the analysis of blood-based biomarkers, we highlight the less explored potential of urine as an ideal source of molecular cancer biomarkers for point-of-care lab-on-chip devices.
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Affiliation(s)
- Florina S. Iliescu
- School of Applied Science, Republic Polytechnic, Singapore 738964, Singapore
| | - Daniel P. Poenar
- VALENS-Centre for Bio Devices and Signal Analysis, School of EEE, Nanyang Technological University, Singapore 639798, Singapore
| | - Fang Yu
- Singapore Institute of Manufacturing Technology, A*STAR, Singapore 138634, Singapore
| | - Ming Ni
- School of Biological Sciences and Engineering, Yachay Technological University, San Miguel de Urcuquí 100105, Ecuador
| | - Kiat Hwa Chan
- Division of Science, Yale-NUS College, Singapore 138527, Singapore
| | | | - Hayden K. Taylor
- Department of Mechanical Engineering, University of California, Berkeley, California 94720, USA
| | - Igor Cima
- DKFZ-Division of Translational Oncology/Neurooncology, German Cancer Consortium (DKTK), Heidelberg and University Hospital Essen, Essen 45147, Germany
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11
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Tajik P, Saidi MS, Kashaninejad N, Nguyen NT. Simple, Cost-Effective, and Continuous 3D Dielectrophoretic Microchip for Concentration and Separation of Bioparticles. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b00771] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Parham Tajik
- Department of Mechanical Engineering, Sharif University of Technology, Tehran 11155-9567, Iran
| | - Mohammad Said Saidi
- Department of Mechanical Engineering, Sharif University of Technology, Tehran 11155-9567, Iran
| | - Navid Kashaninejad
- Queensland Micro- and Nanotechnology Centre, Nathan Campus, Griffith University, 170 Kessels Road, Brisbane, Queensland 4111, Australia
| | - Nam-Trung Nguyen
- Queensland Micro- and Nanotechnology Centre, Nathan Campus, Griffith University, 170 Kessels Road, Brisbane, Queensland 4111, Australia
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12
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S Iliescu F, Sim WJ, Heidari H, P Poenar D, Miao J, Taylor HK, Iliescu C. Highlighting the uniqueness in dielectrophoretic enrichment of circulating tumor cells. Electrophoresis 2019; 40:1457-1477. [PMID: 30676660 DOI: 10.1002/elps.201800446] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2018] [Revised: 01/19/2019] [Accepted: 01/20/2019] [Indexed: 12/14/2022]
Abstract
Circulating tumor cells (CTCs) play an essential role in the metastasis of tumors, and thus can serve as a valuable prognostic factor for malignant diseases. As a result, the ability to isolate and characterize CTCs is essential. This review underlines the potential of dielectrophoresis for CTCs enrichment. It begins by summarizing the key performance parameters and challenges of CTCs isolation using microfluidics. The two main categories of CTCs enrichment-affinity-based and label-free methods-are analysed, emphasising the advantages and disadvantages of each as well as their clinical potential. While the main argument in favour of affinity-based methods is the strong specificity of CTCs isolation, the major advantage of the label-free technologies is in preserving the integrity of the cellular membrane, an essential requirement for downstream characterization. Moving forward, we try to answer the main question: "What makes dielectrophoresis a method of choice in CTCs isolation?" The uniqueness of dielectrophoretic CTCs enrichment resides in coupling the specificity of the isolation process with the conservation of the membrane surface. The specificity of the dielectrophoretic method stems from the differences in the dielectric properties between CTCs and other cells in the blood: the capacitances of the malignantly transformed cellular membranes of CTCs differ from those of other cells. Examples of dielectrophoretic devices are described and their performance evaluated. Critical requirements for using dielectrophoresis to isolate CTCs are highlighted. Finally, we consider that DEP has the potential of becoming a cytometric method for large-scale sorting and characterization of cells.
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Affiliation(s)
| | - Wen Jing Sim
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.,NUS Synthetic Biology for Clinical and Technological Innovation (SynCTI), National University of Singapore, Singapore
| | - Hossein Heidari
- Department of Mechanical Engineering, University of California, Berkeley, CA, USA
| | - Daniel P Poenar
- VALENS-Centre for Bio Devices and Signal Analysis, Nanyang Technological University, Singapore
| | - Jianmin Miao
- School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore
| | - Hayden K Taylor
- Department of Mechanical Engineering, University of California, Berkeley, CA, USA
| | - Ciprian Iliescu
- Biomedical Institute for Global Health Research & Technology (BIGHEART), National University of Singapore, Singapore
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13
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Dalili A, Samiei E, Hoorfar M. A review of sorting, separation and isolation of cells and microbeads for biomedical applications: microfluidic approaches. Analyst 2019; 144:87-113. [DOI: 10.1039/c8an01061g] [Citation(s) in RCA: 145] [Impact Index Per Article: 29.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
We have reviewed the microfluidic approaches for cell/particle isolation and sorting, and extensively explained the mechanism behind each method.
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Affiliation(s)
- Arash Dalili
- The University of British
- School of Engineering
- Kelowna
- Canada V1 V 1 V7
| | - Ehsan Samiei
- University of Victoria
- Department of Mechanical Engineering
- Victoria
- Canada
| | - Mina Hoorfar
- The University of British
- School of Engineering
- Kelowna
- Canada V1 V 1 V7
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14
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15
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Zhang P, Liu Y. DC biased low-frequency insulating constriction dielectrophoresis for protein biomolecules concentration. Biofabrication 2017; 9:045003. [DOI: 10.1088/1758-5090/aa82d6] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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16
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Alazzam A, Mathew B, Khashan S. Microfluidic Platforms for Bio-applications. ADVANCED MECHATRONICS AND MEMS DEVICES II 2017. [DOI: 10.1007/978-3-319-32180-6_12] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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17
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Abstract
Trapping and manipulation of cells are essential operations in numerous studies in biology and life sciences. We discuss the realization of a Lab-on-a-Chip platform for dielectrophoretic trapping and repositioning of cells and microorganisms on a complementary metal oxide semiconductor (CMOS) technology, which we define here as Lab-on-CMOS (LoC). The LoC platform is based on dielectrophoresis (DEP) which is the force experienced by any dielectric particle including biological entities in non-uniform AC electrical field. DEP force depends on the permittivity of the cells, its size and shape and also on the permittivity of the medium and therefore it enables selective targeting of cells based on their phenotype. In this paper, we address an important matter that of electrode design for DEP for which we propose a three-dimensional (3D) octapole geometry to create highly confined electric fields for trapping and manipulation of cells. Conventional DEP-based platforms are implemented stand-alone on glass, silicon or polymers connected to external infrastructure for electronics and optics, making it bulky and expensive. In this paper, the use of CMOS as a platform provides a pathway to truly miniaturized lab-on-CMOS or LoC platform, where DEP electrodes are designed using built-in multiple metal layers of the CMOS process for effective trapping of cells, with built-in electronics for in-situ impedance monitoring of the cell position. We present electromagnetic simulation results of DEP force for this unique 3D octapole geometry on CMOS. Experimental results with yeast cells validate the design. These preliminary results indicate the promise of using CMOS technology for truly compact miniaturized lab-on-chip platform for cell biotechnology applications.
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18
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Zhang W, Radadia AD. Toward a Boron-Doped Ultrananocrystalline Diamond Electrode-Based Dielectrophoretic Preconcentrator. Anal Chem 2016; 88:2605-13. [DOI: 10.1021/acs.analchem.5b03227] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Wenli Zhang
- Institute for Micromanufacturing, Center
for Biomedical Engineering and Rehabilitation Sciences, Chemical Engineering, Louisiana Tech University, Ruston, Louisiana 71272, United States
| | - Adarsh D. Radadia
- Institute for Micromanufacturing, Center
for Biomedical Engineering and Rehabilitation Sciences, Chemical Engineering, Louisiana Tech University, Ruston, Louisiana 71272, United States
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Marchalot J, Chateaux JF, Faivre M, Mertani HC, Ferrigno R, Deman AL. Dielectrophoretic capture of low abundance cell population using thick electrodes. BIOMICROFLUIDICS 2015; 9:054104. [PMID: 26392836 PMCID: PMC4560720 DOI: 10.1063/1.4928703] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/02/2015] [Accepted: 08/05/2015] [Indexed: 05/12/2023]
Abstract
Enrichment of rare cell populations such as Circulating Tumor Cells (CTCs) is a critical step before performing analysis. This paper presents a polymeric microfluidic device with integrated thick Carbon-PolyDimethylSiloxane composite (C-PDMS) electrodes designed to carry out dielectrophoretic (DEP) trapping of low abundance biological cells. Such conductive composite material presents advantages over metallic structures. Indeed, as it combines properties of both the matrix and doping particles, C-PDMS allows the easy and fast integration of conductive microstructures using a soft-lithography approach while preserving O2 plasma bonding properties of PDMS substrate and avoiding a cumbersome alignment procedure. Here, we first performed numerical simulations to demonstrate the advantage of such thick C-PDMS electrodes over a coplanar electrode configuration. It is well established that dielectrophoretic force ([Formula: see text]) decreases quickly as the distance from the electrode surface increases resulting in coplanar configuration to a low trapping efficiency at high flow rate. Here, we showed quantitatively that by using electrodes as thick as a microchannel height, it is possible to extend the DEP force influence in the whole volume of the channel compared to coplanar electrode configuration and maintaining high trapping efficiency while increasing the throughput. This model was then used to numerically optimize a thick C-PDMS electrode configuration in terms of trapping efficiency. Then, optimized microfluidic configurations were fabricated and tested at various flow rates for the trapping of MDA-MB-231 breast cancer cell line. We reached trapping efficiencies of 97% at 20 μl/h and 78.7% at 80 μl/h, for 100 μm thick electrodes. Finally, we applied our device to the separation and localized trapping of CTCs (MDA-MB-231) from a red blood cells sample (concentration ratio of 1:10).
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Affiliation(s)
- Julien Marchalot
- Institut des Nanotechnologies de Lyon (INL), CNRS UMR 5270, Université de Lyon 1, Université de Lyon , Villeurbanne F-69622, France
| | - Jean-François Chateaux
- Institut des Nanotechnologies de Lyon (INL), CNRS UMR 5270, Université de Lyon 1, Université de Lyon , Villeurbanne F-69622, France
| | - Magalie Faivre
- Institut des Nanotechnologies de Lyon (INL), CNRS UMR 5270, Université de Lyon 1, Université de Lyon , Villeurbanne F-69622, France
| | - Hichem C Mertani
- Centre de Recherche en Cancérologie de Lyon (CRCL), Centre Léon Bérard, INSERM U1052-CNRS UMR5286, Université de Lyon 1, Université de Lyon , Lyon 69008, France
| | - Rosaria Ferrigno
- Institut des Nanotechnologies de Lyon (INL), CNRS UMR 5270, Université de Lyon 1, Université de Lyon , Villeurbanne F-69622, France
| | - Anne-Laure Deman
- Institut des Nanotechnologies de Lyon (INL), CNRS UMR 5270, Université de Lyon 1, Université de Lyon , Villeurbanne F-69622, France
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20
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Demircan Y, Koyuncuoğlu A, Erdem M, Özgür E, Gündüz U, Külah H. Label-free detection of multidrug resistance in K562 cells through isolated 3D-electrode dielectrophoresis. Electrophoresis 2015; 36:1149-57. [DOI: 10.1002/elps.201400391] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2014] [Revised: 02/19/2015] [Accepted: 02/20/2015] [Indexed: 12/11/2022]
Affiliation(s)
- Yağmur Demircan
- Department of Electrical and Electronics Engineering; METU; Ankara Turkey
- METU-MEMS Research and Applications Center; Ankara Turkey
| | - Aziz Koyuncuoğlu
- METU-MEMS Research and Applications Center; Ankara Turkey
- Department of Mechanical Engineering; METU; Ankara Turkey
| | | | - Ebru Özgür
- METU-MEMS Research and Applications Center; Ankara Turkey
| | | | - Haluk Külah
- Department of Electrical and Electronics Engineering; METU; Ankara Turkey
- METU-MEMS Research and Applications Center; Ankara Turkey
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Xing X, Poon RY, Wong CS, Yobas L. Label-free enumeration of colorectal cancer cells from lymphocytes performed at a high cell-loading density by using interdigitated ring-array microelectrodes. Biosens Bioelectron 2014; 61:434-42. [DOI: 10.1016/j.bios.2014.05.054] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2014] [Revised: 04/25/2014] [Accepted: 05/07/2014] [Indexed: 12/12/2022]
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22
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Dielectrophoresis for bioparticle manipulation. Int J Mol Sci 2014; 15:18281-309. [PMID: 25310652 PMCID: PMC4227216 DOI: 10.3390/ijms151018281] [Citation(s) in RCA: 93] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2014] [Revised: 09/18/2014] [Accepted: 09/24/2014] [Indexed: 12/31/2022] Open
Abstract
As an ideal method to manipulate biological particles, the dielectrophoresis (DEP) technique has been widely used in clinical diagnosis, disease treatment, drug development, immunoassays, cell sorting, etc. This review summarizes the research in the field of bioparticle manipulation based on DEP techniques. Firstly, the basic principle of DEP and its classical theories are introduced in brief; Secondly, a detailed introduction on the DEP technique used for bioparticle manipulation is presented, in which the applications are classified into five fields: capturing bioparticles to specific regions, focusing bioparticles in the sample, characterizing biomolecular interaction and detecting microorganism, pairing cells for electrofusion and separating different kinds of bioparticles; Thirdly, the effect of DEP on bioparticle viability is analyzed; Finally, the DEP techniques are summarized and future trends in bioparticle manipulation are suggested.
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Dash S, Mohanty S. Dielectrophoretic separation of micron and submicron particles: a review. Electrophoresis 2014; 35:2656-72. [PMID: 24930837 DOI: 10.1002/elps.201400084] [Citation(s) in RCA: 61] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2013] [Revised: 06/03/2014] [Accepted: 06/05/2014] [Indexed: 11/06/2022]
Abstract
This paper provides an overview on separation of micron and submicron sized biological (cells, yeast, virus, bacteria, etc.) and nonbiological particles (latex, polystyrene, CNTs, metals, etc.) by dielectrophoresis (DEP), which finds wide applications in the field of medical and environmental science. Mathematical models to predict the electric field, flow profile, and concentration profiles of the particles under the influence of DEP force have also been covered in this review. In addition, advancements made primarily in the last decade, in the area of electrode design (shape and arrangement), new materials for electrode (carbon, silicon, polymers), and geometry of the microdevice, for efficient DEP separation of particles have been highlighted.
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Affiliation(s)
- Swagatika Dash
- CSIR-Institute of Minerals and Materials Technology, Bhubaneswar, India
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Luo J, Nelson EL, Li GP, Bachman M. Microfluidic dielectrophoretic sorter using gel vertical electrodes. BIOMICROFLUIDICS 2014; 8:034105. [PMID: 24926390 PMCID: PMC4032422 DOI: 10.1063/1.4880244] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/28/2014] [Accepted: 05/16/2014] [Indexed: 05/12/2023]
Abstract
We report the development and results of a two-step method for sorting cells and small particles in a microfluidic device. This approach uses a single microfluidic channel that has (1) a microfabricated sieve which efficiently focuses particles into a thin stream, followed by (2) a dielectrophoresis (DEP) section consisting of electrodes along the channel walls for efficient continuous sorting based on dielectric properties of the particles. For our demonstration, the device was constructed of polydimethylsiloxane, bonded to a glass surface, and conductive agarose gel electrodes. Gold traces were used to make electrical connections to the conductive gel. The device had several novel features that aided performance of the sorting. These included a sieving structure that performed continuous displacement of particles into a single stream within the microfluidic channel (improving the performance of downstream DEP, and avoiding the need for additional focusing flow inlets), and DEP electrodes that were the full height of the microfluidic walls ("vertical electrodes"), allowing for improved formation and control of electric field gradients in the microfluidic device. The device was used to sort polymer particles and HeLa cells, demonstrating that this unique combination provides improved capability for continuous DEP sorting of particles in a microfluidic device.
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Affiliation(s)
- Jason Luo
- Department of Biomedical Engineering, University of California, Irvine, California 92697, USA
| | - Edward L Nelson
- Department of Medicine, Institute for Immunology, University of California, Irvine, California 92697, USA
| | - G P Li
- Department of Electrical Engineering and Computer Science, University of California, Irvine, California 92697, USA
| | - Mark Bachman
- Department of Biomedical Engineering, University of California, Irvine, California 92697, USA ; Department of Electrical Engineering and Computer Science, University of California, Irvine, California 92697, USA
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Lewpiriyawong N, Yang C. Dielectrophoresis Field-Flow Fractionation for Continuous-Flow Separation of Particles and Cells in Microfluidic Devices. ADVANCES IN TRANSPORT PHENOMENA 2011 2014. [DOI: 10.1007/978-3-319-01793-8_2] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
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Cima I, Wen Yee C, Iliescu FS, Phyo WM, Lim KH, Iliescu C, Tan MH. Label-free isolation of circulating tumor cells in microfluidic devices: Current research and perspectives. BIOMICROFLUIDICS 2013; 7:11810. [PMID: 24403992 PMCID: PMC3568085 DOI: 10.1063/1.4780062] [Citation(s) in RCA: 53] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/25/2012] [Accepted: 12/17/2012] [Indexed: 05/04/2023]
Abstract
This review will cover the recent advances in label-free approaches to isolate and manipulate circulating tumor cells (CTCs). In essence, label-free approaches do not rely on antibodies or biological markers for labeling the cells of interest, but enrich them using the differential physical properties intrinsic to cancer and blood cells. We will discuss technologies that isolate cells based on their biomechanical and electrical properties. Label-free approaches to analyze CTCs have been recently invoked as a valid alternative to "marker-based" techniques, because classical epithelial and tumor markers are lost on some CTC populations and there is no comprehensive phenotypic definition for CTCs. We will highlight the advantages and drawbacks of these technologies and the status on their implementation in the clinics.
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Affiliation(s)
- Igor Cima
- Institute of Bioengineering and Nanotechnology, 31 Biopolis Way, The Nanos #04-01, Singapore 138669
| | - Chay Wen Yee
- National Cancer Centre Singapore, 11 Hospital Drive, Singapore 169610
| | | | - Wai Min Phyo
- Institute of Bioengineering and Nanotechnology, 31 Biopolis Way, The Nanos #04-01, Singapore 138669
| | - Kiat Hon Lim
- Department of Pathology, Singapore General Hospital, Outram Road, Singapore 169608
| | - Ciprian Iliescu
- Institute of Bioengineering and Nanotechnology, 31 Biopolis Way, The Nanos #04-01, Singapore 138669
| | - Min Han Tan
- Institute of Bioengineering and Nanotechnology, 31 Biopolis Way, The Nanos #04-01, Singapore 138669 ; National Cancer Centre Singapore, 11 Hospital Drive, Singapore 169610
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Liao SH, Chang CY, Chang HC. A capillary dielectrophoretic chip for real-time blood cell separation from a drop of whole blood. BIOMICROFLUIDICS 2013; 7:24110. [PMID: 24404015 PMCID: PMC3645465 DOI: 10.1063/1.4802269] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/21/2013] [Accepted: 04/04/2013] [Indexed: 05/04/2023]
Abstract
This study proposes a capillary dielectrophoretic chip to separate blood cells from a drop of whole blood (approximately 1 μl) sample using negative dielectrophoretic force. The separating efficiency was evaluated by analyzing the image before and after dielectrophoretic force manipulation. Blood samples with various hematocrits (10%-60%) were tested with varied separating voltages and chip designs. In this study, a chip with 50 μm gap design achieved a separation efficiency of approximately 90% within 30 s when the hematocrit was in the range of 10%-50%. Furthermore, glucose concentration was electrochemically measured by separating electrodes following manipulation. The current response increased significantly (8.8-fold) after blood cell separation, which was attributed not only to the blood cell separation but also to sample disturbance by the dielectrophoretic force.
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Affiliation(s)
- Shu-Hsien Liao
- Department of Biomedical Engineering, National Cheng Kung University, Tainan, Taiwan
| | | | - Hsien-Chang Chang
- Department of Biomedical Engineering, National Cheng Kung University, Tainan, Taiwan ; Institute of Nanotechnology and Microsystems Engineering, National Cheng Kung University, Tainan, Taiwan ; Center for Micro/Nano Science and Technology, National Cheng Kung University, Tainan, Taiwan ; Medical Device Innovation Center, National Cheng Kung University, Tainan, Taiwan
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Iliescu C, Taylor H, Avram M, Miao J, Franssila S. A practical guide for the fabrication of microfluidic devices using glass and silicon. BIOMICROFLUIDICS 2012; 6:16505-1650516. [PMID: 22662101 PMCID: PMC3365353 DOI: 10.1063/1.3689939] [Citation(s) in RCA: 161] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/26/2011] [Accepted: 02/08/2012] [Indexed: 05/04/2023]
Abstract
This paper describes the main protocols that are used for fabricating microfluidic devices from glass and silicon. Methods for micropatterning glass and silicon are surveyed, and their limitations are discussed. Bonding methods that can be used for joining these materials are summarized and key process parameters are indicated. The paper also outlines techniques for forming electrical connections between microfluidic devices and external circuits. A framework is proposed for the synthesis of a complete glass/silicon device fabrication flow.
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Lewpiriyawong N, Yang C. AC-dielectrophoretic characterization and separation of submicron and micron particles using sidewall AgPDMS electrodes. BIOMICROFLUIDICS 2012; 6:12807-128079. [PMID: 22662074 PMCID: PMC3365326 DOI: 10.1063/1.3682049] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/10/2011] [Accepted: 01/11/2012] [Indexed: 05/21/2023]
Abstract
The recent development of microfluidic "lab on a chip" devices requires the need to continuously separate submicron particles. Here, we present a PDMS microfluidic device with sidewall conducting PDMS (AgPDMS) composite electrodes capable of separating submicron particles in hydrodynamic flow. In particular, the device can service dual functions. First, the AgPDMS composite electrodes embedded in a sidewall of the device channel allow for performing AC-dielectrophoretic (DEP) characterization through direct microscopic observation of particle behavior. Characterization experiments are carried out for numerous parameters including particle size, medium conductivity, and AC field frequency to reveal important dielectrophoresis DEP information in terms of the crossover frequency and positive/negative DEP behavior under specific frequencies. Second, the device offers an advantage that sidewall AgPDMS composite electrodes can produce strong DEP effects throughout the entire channel height, and thus the robustness of the on-chip particle separation is demonstrated for continuous separation in a flowing mixture of 0.5 and 5 μm particles with 100% separation efficiency.
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Affiliation(s)
- Nuttawut Lewpiriyawong
- School of Mechanical and Aerospace Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore
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Lewpiriyawong N, Kandaswamy K, Yang C, Ivanov V, Stocker R. Microfluidic characterization and continuous separation of cells and particles using conducting poly(dimethyl siloxane) electrode induced alternating current-dielectrophoresis. Anal Chem 2011; 83:9579-85. [PMID: 22035423 DOI: 10.1021/ac202137y] [Citation(s) in RCA: 69] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
This paper presents a poly(dimethyl siloxane) (PDMS) polymer microfluidic device using alternating current (ac) dielectrophoresis (DEP) for separating live cells from interfering particles of similar sizes by their polarizabilities under continuous flow and for characterizing DEP behaviors of cells in stagnant flow. The ac-DEP force is generated by three-dimensional (3D) conducting PDMS composite electrodes fabricated on a sidewall of the device main channel. Such 3D PDMS composite electrodes are made by dispersing microsized silver (Ag) fillers into PDMS gel. The sidewall AgPDMS electrodes can generate a 3D electric field that uniformly distributes throughout the channel height and varies along the channel lateral direction, thereby producing stronger lateral DEP effects over the entire channel. This allows not only easy observation of cell/particle lateral motion but also using the lateral DEP force for manipulation of cells/particles. The former feature is used to characterize the frequency-dependent DEP behaviors of Saccharomyces cerevisiae (yeast) and Escherichia coli (bacteria). The latter is utilized for continuous separation of live yeast and bacterial cells from similar-size latex particles as well as live yeast cells from dead yeast cells. The separation efficiency of 97% is achieved in all cases. The demonstration of these functions shows promising applications of the microfluidic device.
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Affiliation(s)
- Nuttawut Lewpiriyawong
- School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore
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Jesús-Pérez NM, Lapizco-Encinas BH. Dielectrophoretic monitoring of microorganisms in environmental applications. Electrophoresis 2011; 32:2331-57. [PMID: 21823133 DOI: 10.1002/elps.201100107] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2011] [Revised: 04/14/2011] [Accepted: 04/15/2011] [Indexed: 12/28/2022]
Affiliation(s)
- Nadia M Jesús-Pérez
- Centro de Investigación y de Estudios Avanzados del IPN Unidad Monterrey, Apodaca, Nuevo Leon, México
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Choudhury D, Mo X, Iliescu C, Tan LL, Tong WH, Yu H. Exploitation of physical and chemical constraints for three-dimensional microtissue construction in microfluidics. BIOMICROFLUIDICS 2011; 5:22203. [PMID: 21799710 PMCID: PMC3145229 DOI: 10.1063/1.3593407] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/13/2011] [Accepted: 05/02/2011] [Indexed: 05/06/2023]
Abstract
There are a plethora of approaches to construct microtissues as building blocks for the repair and regeneration of larger and complex tissues. Here we focus on various physical and chemical trapping methods for engineering three-dimensional microtissue constructs in microfluidic systems that recapitulate the in vivo tissue microstructures and functions. Advances in these in vitro tissue models have enabled various applications, including drug screening, disease or injury models, and cell-based biosensors. The future would see strides toward the mesoscale control of even finer tissue microstructures and the scaling of various designs for high throughput applications. These tools and knowledge will establish the foundation for precision engineering of complex tissues of the internal organs for biomedical applications.
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Khoshmanesh K, Nahavandi S, Baratchi S, Mitchell A, Kalantar-zadeh K. Dielectrophoretic platforms for bio-microfluidic systems. Biosens Bioelectron 2011; 26:1800-14. [PMID: 20933384 DOI: 10.1016/j.bios.2010.09.022] [Citation(s) in RCA: 206] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2010] [Revised: 09/08/2010] [Accepted: 09/08/2010] [Indexed: 10/19/2022]
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Lvovich VF, Matthews E, Riga AT, Kaza L. AC electrokinetic platform for iontophoretic transdermal drug delivery. J Control Release 2010; 145:134-40. [PMID: 20420867 DOI: 10.1016/j.jconrel.2010.04.015] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2010] [Accepted: 04/14/2010] [Indexed: 10/19/2022]
Abstract
Iontophoretic and electroporation transdermal delivery modes of ionic drugs have been utilized in a number of clinical and biomedical devices. However, applications of these methods have been found challenging for the delivery of many non polar and high molecular weight clinically important drugs. The main goal of the present study is to investigate whether transdermal transport of non polar macromolecular drugs such as insulin and terbinafine can be safely enhanced as a result of their polarization and activation by AC electrokinetic forces. An in vitro delivery system was developed to simulate a clinical application, where transdermal non invasive delivery of medication through a biological membrane is motivated by a combination of AC electrokinetic and AC iontophoresis protocols generated on a device located external to the membrane. The developed method resulted in an average transdermal delivery of 57% of insulin and 39% of terbinafine during several minutes long delivery cycle, which is at least an order of magnitude improvement over the results reported for these drugs in the literature for various passive and active transdermal delivery protocols. For the proposed drug delivery model quantification of the amounts of transported drugs and their relationship to experimental parameters, such as AC voltage amplitude and frequency, treatment time, and membrane thickness were investigated. Experimental results validated a computational model simulating the effects of major electrokinetic forces on drug particle in non uniform AC electric field. The presented transdermal approach overcomes many limitations of existing drug delivery technologies, providing efficient, regulated, localized, non invasive and safe delivery method for high molecular weight non polar macromolecules such as insulin.
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Affiliation(s)
- Vadim F Lvovich
- The Cleveland Clinic Foundation, Department of Biomedical Engineering, ND20, 9500 Euclid Ave., Cleveland, OH 44195, United States.
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Iliescu C, Tresset G, Xu G. Dielectrophoretic field-flow method for separating particle populations in a chip with asymmetric electrodes. BIOMICROFLUIDICS 2009; 3:44104. [PMID: 20216966 PMCID: PMC2835284 DOI: 10.1063/1.3251125] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2009] [Accepted: 09/29/2009] [Indexed: 05/10/2023]
Abstract
This paper presents a field-flow method for separating particle populations in a dielectrophoretic (DEP) chip with asymmetric electrodes under continuous flow. The structure of the DEP device (with one thick electrode that defines the walls of the microfluidic channel and one thin electrode), as well as the fabrication and characterization of the device, was previously described. A characteristic of this structure is that it generates an increased gradient of electric field in the vertical plane that can levitate the particles experiencing negative DEP. The separation method consists of trapping one population to the bottom of the microfluidic channel using positive DEP, while the other population that exhibits negative DEP is levitated and flowed out. Viable and nonviable yeast cells were used for testing of the separation method.
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36
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Meighan MM, Staton SJR, Hayes MA. Bioanalytical separations using electric field gradient techniques. Electrophoresis 2009; 30:852-65. [DOI: 10.1002/elps.200800614] [Citation(s) in RCA: 54] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
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37
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Kua CH, Lam YC, Rodriguez I, Yang C, Youcef-Toumi K. Cell motion model for moving dielectrophoresis. Anal Chem 2008; 80:5454-61. [PMID: 18558772 DOI: 10.1021/ac800947e] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Moving dielectrophoresis has been recently developed by the authors as an alternative method to achieve simultaneous cell fractionation and transportation. With an array of independently excitable microelectrodes, this method generates a moving electric field to sequentially fractionate and transport cells across a microchannel. Due to the peculiarity of this method, the motion of the cells is unsteady and there are interesting and distinct differences between cells experiencing positive or negative dielectrophoresis. For a proper understanding and design of a microdevice utilizing this methodology, this study presents a model for the equation of motion for a polarized cell and its unsteady motion under moving dielectrophoresis. The model considers the basic module to generate a moving electric field, where there is a finite-width top electrode and an infinite-width bottom electrode, in a parallel-plate configuration. The forces considered include dielectrophoretic force, fluid drag, buoyancy, and gravitational force. These forces are modeled as equivalent point forces acting at the center of mass of the cell. A parallel-plate wall correction factor is employed to account for the effect of the large cell size to microchannel height ratio. Various parameters are examined including the initial position of the cell relative to the electrodes, cell's Clausius-Mossotti factor, cell size, applied voltage, electrode width, interelectrode gap, microchannel height, number of energized electrodes, and types of electrode configurations. Reasonable agreements were obtained between simulated and experimental results. As the solution of the unsteady motion is rather tedious, a MATLAB algorithm, with all the associated files, for the prediction of the cell trajectory, is available on request.
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Affiliation(s)
- Chin Hock Kua
- Singapore-MIT Alliance, and School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore 639798
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