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Abedini-Nassab R, Adibi E, Ahmadiasl S. Characterization of AI-enhanced magnetophoretic transistors operating in a tri-axial magnetic field for on-chip bioparticle sorting. Sci Rep 2024; 14:23381. [PMID: 39379453 PMCID: PMC11461615 DOI: 10.1038/s41598-024-74761-2] [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: 08/22/2024] [Accepted: 09/30/2024] [Indexed: 10/10/2024] Open
Abstract
We demonstrate two general classes of magnetophoretic transistors, called the "trap" and the "repel-and-collect" transistors, capable of switching single magnetically labeled cells and magnetic particles between different paths in a microfluidic chamber. Compared with prior work on magnetophoretic transistors operating in a two-dimensional in-plane rotating field, the use of a tri-axial magnetic field has the fundamental advantages of preventing particle cluster formation and better syncing of single particles with the general operating clock. We use finite element methods to investigate the energy distribution on the chip surface and to predict the particle behavior at various device geometries. We then fabricate the proposed transistors and compare the experimental results with the simulation predictions. We found that with gate electrical currents of ~ 40 mA for a transistor with proper geometry, complete switching of magnetic particles with diameters in the range of 8-15 μm is achieved. We show that the device is reliable and works well at different magnetic field strengths (50-100 Oe) and frequencies (0.05-0.5 Hz). We also employed an image processing code with a trained convolutional neural network to automate the proposed transistors for identifying and sorting particles with various sizes and magnetic susceptibilities with accuracies higher than 98%. The proposed transistors can be used in designing novel magnetophoretic circuits for important applications in biomedical microdevices and single-cell biology.
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Affiliation(s)
- Roozbeh Abedini-Nassab
- Faculty of Mechanical Engineering, Tarbiat Modares University, P.O. Box: 14115-111, Tehran, Iran.
| | - Elias Adibi
- Department of Biomedical Engineering, University of Neyshabur, Neyshabur, Iran
| | - Sina Ahmadiasl
- Faculty of Mechanical Engineering, Tarbiat Modares University, P.O. Box: 14115-111, Tehran, Iran
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Abedini-Nassab R, Sadeghidelouei N, Shields Iv CW. Magnetophoretic circuits: A review of device designs and implementation for precise single-cell manipulation. Anal Chim Acta 2023; 1272:341425. [PMID: 37355317 PMCID: PMC10317203 DOI: 10.1016/j.aca.2023.341425] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2023] [Revised: 05/18/2023] [Accepted: 05/24/2023] [Indexed: 06/26/2023]
Abstract
Lab-on-a-chip tools have played a pivotal role in advancing modern biology and medicine. A key goal in this field is to precisely transport single particles and cells to specific locations on a chip for quantitative analysis. To address this large and growing need, magnetophoretic circuits have been developed in the last decade to manipulate a large number of single bioparticles in a parallel and highly controlled manner. Inspired by electrical circuits, magnetophoretic circuits are composed of passive and active circuit elements to offer commensurate levels of control and automation for transporting individual bioparticles. These specifications make them unique compared to other technologies in addressing crucial bioanalytical applications and answering fundamental questions buried in highly heterogeneous cell populations. In this comprehensive review, we describe key theoretical considerations for manufacturing and simulating magnetophoretic circuits. We provide a detailed tutorial for operating magnetophoretic devices containing different circuit elements (e.g., conductors, diodes, capacitors, and transistors). Finally, we provide a critical comparison of the utility of these devices to other microchip-based platforms for cellular manipulation, and discuss how they may address unmet needs in single-cell biology and medicine.
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Affiliation(s)
- Roozbeh Abedini-Nassab
- Faculty of Mechanical Engineering, Tarbiat Modares University, Tehran, P.O. Box: 14115-111, Iran.
| | - Negar Sadeghidelouei
- Faculty of Mechanical Engineering, Tarbiat Modares University, Tehran, P.O. Box: 14115-111, Iran
| | - C Wyatt Shields Iv
- Department of Chemical and Biological Engineering, University of Colorado, Boulder, CO, 80303, United States
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Kim H, Kang Y, Lim B, Kim K, Yoon J, Ali A, Torati SR, Kim C. Tailoring matter orbitals mediated using a nanoscale topographic interface for versatile colloidal current devices. MATERIALS HORIZONS 2022; 9:2353-2363. [PMID: 35792087 DOI: 10.1039/d2mh00523a] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Conventional micro-particle manipulation technologies have been used for various biomedical applications using dynamics on a plane without vertical movement. In this case, irregular topographic structures on surfaces could be a factor that causes the failure of the intended control. Here, we demonstrated a novel colloidal particle manipulation mediated by the topographic effect generated by the "micro hill" and "surface gradient" around a micro-magnet. The magnetic landscape, matter orbital, created by periodically arranged circular micro-magnets, induces a symmetric orbit of magnetic particle flow under a rotating magnetic field. The topographic effect can break this symmetry of the energy distribution by controlling the distance between the source of the driving force and target particles by several nanometers on the surface morphology. The origin symmetric orbit of colloidal flow can be distorted by modifying the symmetry in the energy landscape at the switching point without changing the driving force. The enhancement of the magnetic effect of the micro-magnet array can lead to the recovery of the symmetry of the orbit. Also, this effect on the surfaces of on-chip-based devices configured by symmetry control was demonstrated for selective manipulation, trapping, recovery, and altering the direction using a time-dependent magnetic field. Hence, the developed technique could be used in various precise lab-on-a-chip applications, including where the topographic effect is required as an additional variable without affecting the existing control method.
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Affiliation(s)
- Hyeonseol Kim
- Department of Physics and Chemistry, DGIST, Daegu, 42988, Republic of Korea.
| | - Yumin Kang
- Department of Physics and Chemistry, DGIST, Daegu, 42988, Republic of Korea.
| | - Byeonghwa Lim
- Department of Physics and Chemistry, DGIST, Daegu, 42988, Republic of Korea.
| | - Keonmok Kim
- Department of Physics and Chemistry, DGIST, Daegu, 42988, Republic of Korea.
| | - Jonghwan Yoon
- Department of Physics and Chemistry, DGIST, Daegu, 42988, Republic of Korea.
| | - Abbas Ali
- Department of Physics and Chemistry, DGIST, Daegu, 42988, Republic of Korea.
| | - Sri Ramulu Torati
- Department of Physics and Chemistry, DGIST, Daegu, 42988, Republic of Korea.
| | - CheolGi Kim
- Department of Physics and Chemistry, DGIST, Daegu, 42988, Republic of Korea.
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Abedini-Nassab R, Aldaghi Z, Dan Y. Magnetophoretic capacitors for storing single particles and magnetized cells in microfluidic devices. BIOMICROFLUIDICS 2022; 16:044110. [PMID: 35992640 PMCID: PMC9385221 DOI: 10.1063/5.0101907] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2022] [Accepted: 07/25/2022] [Indexed: 06/15/2023]
Abstract
Precise positioning of magnetic particles and magnetized cells in lab-on-a-chip systems has attracted broad attention. Recently, drawing inspiration from electrical circuits, we have demonstrated a magnetic particle transport platform composed of patterned magnetic thin films in a microfluidic environment, which accurately moves the particles and single cells to specific spots, called capacitors. However, we have made no prior attempts to optimize the capacitor geometry. Here, we carefully analyze various design parameters and their effect on capacitor operation. We run simulations based on finite element methods and stochastic numerical analysis using our semi-analytical model. We then perform the required experiments to study the loading efficiency of capacitors with different geometries for magnetic particles of multiple sizes. Our experimental results agree well with the design criteria we developed based on our simulation results. We also show the capability of designed capacitors in storing the magnetically labeled cells and illustrate using them in a pilot drug screening application. These results are directly applicable to the design of robust platforms capable of transporting and assembling a large number of single particles and single cells in arrays, which are useful in the emerging field of single-cell analysis.
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Affiliation(s)
- Roozbeh Abedini-Nassab
- Faculty of Mechanical Engineering, Tarbiat Modares University, P.O. Box 14115-111, Tehran, Iran
| | - Zahra Aldaghi
- Department of Biomedical Engineering, University of Neyshabur, Neyshabur, Iran
| | - Yaping Dan
- University of Michigan—Shanghai Jiao Tong University Joint Institute, Shanghai Jiao Tong University, Shanghai 200240, China
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Abedini-Nassab R, Shourabi R. High-throughput precise particle transport at single-particle resolution in a three-dimensional magnetic field for highly sensitive bio-detection. Sci Rep 2022; 12:6380. [PMID: 35430583 PMCID: PMC9013386 DOI: 10.1038/s41598-022-10122-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Accepted: 03/30/2022] [Indexed: 11/16/2022] Open
Abstract
Precise manipulation of microparticles have fundamental applications in the fields of lab-on-a-chip and biomedical engineering. Here, for the first time, we propose a fully operational microfluidic chip equipped with thin magnetic films composed of straight tracks and bends which precisely transports numerous single-particles in the size range of ~ 2.8–20 µm simultaneously, to certain points, synced with the general external three-axial magnetic field. The uniqueness of this design arises from the introduced vertical bias field that provides a repulsion force between the particles and prevents unwanted particle cluster formation, which is a challenge in devices operating in two-dimensional fields. Furthermore, the chip operates as an accurate sensor and detects low levels of proteins and DNA fragments, being captured by the ligand-functionalized magnetic beads, while lowering the background noise by excluding the unwanted bead pairs seen in the previous works. The image-processing detection method in this work allows detection at the single-pair resolution, increasing the sensitivity. The proposed device offers high-throughput particle transport and ultra-sensitive bio-detection in a highly parallel manner at single-particle resolution. It can also operate as a robust single-cell analysis platform for manipulating magnetized single-cells and assembling them in large arrays, with important applications in biology.
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Abedini-Nassab R, Emami SM, Nowghabi AN. Nanotechnology and Acoustics in Medicine and Biology. RECENT PATENTS ON NANOTECHNOLOGY 2022; 16:198-206. [PMID: 33913408 DOI: 10.2174/1872210515666210428134424] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/08/2020] [Revised: 01/30/2021] [Accepted: 03/02/2021] [Indexed: 06/12/2023]
Abstract
BACKGROUND Nanotechnology plays an important role in various engineering fields, one of which is acoustics. METHOD Here, we review the use of nanotechnology in multiple acoustic-based bioapplications, with a focus on recent patents and advances. Nanoparticles, nanorods, nanotubes, and nanofilms used in acoustic devices are discussed. We cover ultrasonic transducers, biosensors, imaging tools, nanomotors, and particle sorters. RESULTS AND CONCLUSION The way these ideas help in fundamental disciplines such as medicine is shown. We believe the current work is a good collection of advances in the field.
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Abedini-Nassab R, Pouryosef Miandoab M, Şaşmaz M. Microfluidic Synthesis, Control, and Sensing of Magnetic Nanoparticles: A Review. MICROMACHINES 2021; 12:768. [PMID: 34210058 PMCID: PMC8306075 DOI: 10.3390/mi12070768] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Revised: 06/22/2021] [Accepted: 06/27/2021] [Indexed: 02/06/2023]
Abstract
Magnetic nanoparticles have attracted significant attention in various disciplines, including engineering and medicine. Microfluidic chips and lab-on-a-chip devices, with precise control over small volumes of fluids and tiny particles, are appropriate tools for the synthesis, manipulation, and evaluation of nanoparticles. Moreover, the controllability and automation offered by the microfluidic chips in combination with the unique capabilities of the magnetic nanoparticles and their ability to be remotely controlled and detected, have recently provided tremendous advances in biotechnology. In particular, microfluidic chips with magnetic nanoparticles serve as sensitive, high throughput, and portable devices for contactless detecting and manipulating DNAs, RNAs, living cells, and viruses. In this work, we review recent fundamental advances in the field with a focus on biomedical applications. First, we study novel microfluidic-based methods in synthesizing magnetic nanoparticles as well as microparticles encapsulating them. We review both continues-flow and droplet-based microreactors, including the ones based on the cross-flow, co-flow, and flow-focusing methods. Then, we investigate the microfluidic-based methods for manipulating tiny magnetic particles. These manipulation techniques include the ones based on external magnets, embedded micro-coils, and magnetic thin films. Finally, we review techniques invented for the detection and magnetic measurement of magnetic nanoparticles and magnetically labeled bioparticles. We include the advances in anisotropic magnetoresistive, giant magnetoresistive, tunneling magnetoresistive, and magnetorelaxometry sensors. Overall, this review covers a wide range of the field uniquely and provides essential information for designing "lab-on-a-chip" systems for synthesizing magnetic nanoparticles, labeling bioparticles with them, and sorting and detecting them on a single chip.
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Affiliation(s)
- Roozbeh Abedini-Nassab
- Department of Biomedical Engineering, University of Neyshabur, Neyshabur 9319774446, Iran
| | | | - Merivan Şaşmaz
- Department of Electrical and Electronic Engineering, Faculty of Engineering, Adiyaman University, Adiyaman 02040, Turkey;
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Goudu SR, Kim H, Hu X, Lim B, Kim K, Torati SR, Ceylan H, Sheehan D, Sitti M, Kim C. Mattertronics for programmable manipulation and multiplex storage of pseudo-diamagnetic holes and label-free cells. Nat Commun 2021; 12:3024. [PMID: 34021137 PMCID: PMC8139950 DOI: 10.1038/s41467-021-23251-4] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2020] [Accepted: 04/08/2021] [Indexed: 01/09/2023] Open
Abstract
Manipulating and separating single label-free cells without biomarker conjugation have attracted significant interest in the field of single-cell research, but digital circuitry control and multiplexed individual storage of single label-free cells remain a challenge. Herein, by analogy with the electrical circuitry elements and electronical holes, we develop a pseudo-diamagnetophoresis (PsD) mattertronic approach in the presence of biocompatible ferrofluids for programmable manipulation and local storage of single PsD holes and label-free cells. The PsD holes conduct along linear negative micro-magnetic patterns. Further, eclipse diode patterns similar to the electrical diode can implement directional and selective switching of different PsD holes and label-free cells based on the diode geometry. Different eclipse heights and junction gaps influence the switching efficiency of PsD holes for mattertronic circuitry manipulation and separation. Moreover, single PsD holes are stored at each potential well as in an electrical storage capacitor, preventing multiple occupancies of PsD holes in the array of individual compartments due to magnetic Coulomb-like interaction. This approach may enable the development of large programmable arrays of label-free matters with high throughput, efficiency, and reliability as multiplex cell research platforms.
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Affiliation(s)
- Sandhya Rani Goudu
- Department of Emerging Materials Science, DGIST, Daegu, Republic of Korea
- Physical Intelligence Department, Max Planck Institute for Intelligent Systems, Stuttgart, Germany
| | - Hyeonseol Kim
- Department of Emerging Materials Science, DGIST, Daegu, Republic of Korea
| | - Xinghao Hu
- Physical Intelligence Department, Max Planck Institute for Intelligent Systems, Stuttgart, Germany
| | - Byeonghwa Lim
- Department of Emerging Materials Science, DGIST, Daegu, Republic of Korea
| | - Kunwoo Kim
- Department of Emerging Materials Science, DGIST, Daegu, Republic of Korea
| | - Sri Ramulu Torati
- Department of Emerging Materials Science, DGIST, Daegu, Republic of Korea
| | - Hakan Ceylan
- Physical Intelligence Department, Max Planck Institute for Intelligent Systems, Stuttgart, Germany
| | - Devin Sheehan
- Physical Intelligence Department, Max Planck Institute for Intelligent Systems, Stuttgart, Germany
| | - Metin Sitti
- Physical Intelligence Department, Max Planck Institute for Intelligent Systems, Stuttgart, Germany.
| | - CheolGi Kim
- Department of Emerging Materials Science, DGIST, Daegu, Republic of Korea.
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Abedini-Nassab R, Bahrami S. Synchronous control of magnetic particles and magnetized cells in a tri-axial magnetic field. LAB ON A CHIP 2021; 21:1998-2007. [PMID: 34008644 DOI: 10.1039/d1lc00097g] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Precise manipulation of single particles is one of the main goals in the lab-on-a-chip field. Here, we present a microfluidic platform with "T" and "I" shaped magnetic tracks on the substrate to transport magnetic particles and magnetized cells in a tri-axial time-varying magnetic field. The driving magnetic field is composed of a vertical field bias and an in-plane rotating field component, with the advantage of lowering the attraction tendency and cluster formation between the particles compared to the traditional magnetophoretic circuits. We demonstrate three fundamental achievements. First, all the particle movements are synced with the external rotating field to achieve precise control over individual particles. Second, single-particle and single living cell transport in a controlled fashion is achieved for a large number of them in parallel, without the need for a complicated control system to send signals to individual particles. We carefully study the proposed design and introduce proper operating parameters. Finally, in addition to moving the particles along straight tracks, transporting them using a ∼60° bend is demonstrated. The proposed chip has direct applications in the fields of lab-on-a-chip, single-cell biology, and drug screening, where precise control over single particles is needed.
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Affiliation(s)
| | - Sajjad Bahrami
- Electrical Engineering Department, University of Neyshabur, Neyshabur, Iran
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Abstract
Recently, we introduced magnetophoretic circuits, composed of overlaid magnetic and metallic layers, as a novel single-cell analysis (SCA) tool. We showed the ability of these circuits in organizing large single-particle and particle-pair arrays. Assembling the cells in microarrays is performed with the ultimate goal of running temporal phenotypic analyses. However, for long-term studies, a suitable microenvironment for the cells to normally grow and differentiate is needed. Towards this goal, in this study, we run required biocompatibility tests, based on which we make the magnetophoretic-based microchip a suitable home for the cells to grow. The results confirm the ability of these chips in cell handling and show no unwanted cell behavior alteration due to the applied shear stress on them, the magnetic labeling, or the microenvironment. After this achievement, this tool would be ready for running important single-cell studies in oncology, virology, and medicine.
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Advances in Computational Fluid Mechanics in Cellular Flow Manipulation: A Review. APPLIED SCIENCES-BASEL 2019. [DOI: 10.3390/app9194041] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Recently, remarkable developments have taken place, leading to significant improvements in microfluidic methods to capture subtle biological effects down to single cells. As microfluidic devices are getting sophisticated, design optimization through experimentations is becoming more challenging. As a result, numerical simulations have contributed to this trend by offering a better understanding of cellular microenvironments hydrodynamics and optimizing the functionality of the current/emerging designs. The need for new marketable designs with advantageous hydrodynamics invokes easier access to efficient as well as time-conservative numerical simulations to provide screening over cellular microenvironments, and to emulate physiological conditions with high accuracy. Therefore, an excerpt overview on how each numerical methodology and associated handling software works, and how they differ in handling underlying hydrodynamic of lab-on-chip microfluidic is crucial. These numerical means rely on molecular and continuum levels of numerical simulations. The current review aims to serve as a guideline for researchers in this area by presenting a comprehensive characterization of various relevant simulation techniques.
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Hu X, Torati SR, Kim H, Yoon J, Lim B, Kim K, Sitti M, Kim C. Multifarious Transit Gates for Programmable Delivery of Bio-functionalized Matters. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2019; 15:e1901105. [PMID: 31058439 DOI: 10.1002/smll.201901105] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2019] [Revised: 04/12/2019] [Indexed: 06/09/2023]
Abstract
Programmable delivery of biological matter is indispensable for the massive arrays of individual objects in biochemical and biomedical applications. Although a digital manipulation of single cells has been implemented by the integrated circuits of micromagnetophoretic patterns with current wires, the complex fabrication process and multiple current operation steps restrict its practical application for biomolecule arrays. Here, a convenient approach using multifarious transit gates is proposed, for digital manipulation of biofunctionalized microrobotic particles that can pass through the local energy barriers by a time-dependent pulsed magnetic field instead of multiple current wires. The multifarious transit gates including return, delay, and resistance linear gates, as well as dividing, reversed, and rectifying T-junction gates, are investigated theoretically and experimentally for the programmable manipulation of microrobotic particles. The results demonstrate that, a suitable angle of the gating field at a suitable time zone is crucial to implement digital operations at integrated multifarious transit gates along bifurcation paths to trap microrobotic particles in specific apartments, paving the way for flexible on-chip arrays of biomolecules and cells.
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Affiliation(s)
- Xinghao Hu
- Department of Emerging Materials Science, DGIST, Daegu, 42988, Republic of Korea
- Physical Intelligence Department, Max Planck Institute for Intelligent Systems, 70569, Stuttgart, Germany
| | - Sri Ramulu Torati
- Department of Emerging Materials Science, DGIST, Daegu, 42988, Republic of Korea
| | - Hyeonseol Kim
- Department of Emerging Materials Science, DGIST, Daegu, 42988, Republic of Korea
| | - Jonghwan Yoon
- Department of Emerging Materials Science, DGIST, Daegu, 42988, Republic of Korea
| | - Byeonghwa Lim
- Department of Emerging Materials Science, DGIST, Daegu, 42988, Republic of Korea
| | - Kunwoo Kim
- Department of Emerging Materials Science, DGIST, Daegu, 42988, Republic of Korea
| | - Metin Sitti
- Physical Intelligence Department, Max Planck Institute for Intelligent Systems, 70569, Stuttgart, Germany
| | - CheolGi Kim
- Department of Emerging Materials Science, DGIST, Daegu, 42988, Republic of Korea
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Ohiri KA, Kelly ST, Motschman JD, Lin KH, Wood KC, Yellen BB. An acoustofluidic trap and transfer approach for organizing a high density single cell array. LAB ON A CHIP 2018; 18:2124-2133. [PMID: 29931016 PMCID: PMC6078799 DOI: 10.1039/c8lc00196k] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
We demonstrate a hybrid microfluidic system that combines fluidic trapping and acoustic switching to organize an array of single cells at high density. The fluidic trapping step is achieved by balancing the hydrodynamic resistances of three parallel channel segments forming a microfluidic trifurcation, the purpose of which was to capture single cells in a high-density array. Next, the cells were transferred into adjacent larger compartments by generating an array of streaming micro-vortices to move the cells to the desired streamlines in a massively parallel format. This approach can compartmentalize single cells with efficiencies of ≈67% in compartments that have diameters on the order of ∼100 um, which is an appropriate size for single cell proliferation studies and other single cell biochemical measurements.
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Affiliation(s)
- Korine A Ohiri
- Department of Mechanical Engineering and Materials Science, Duke University, Durham, NC 27708, USA.
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