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Seki Y, Nagasaka A, Gondo T, Tada S. Proposal and performance evaluation of a new parallel plate continuous cell separation device using dielectrophoresis. Electrophoresis 2024. [PMID: 38937936 DOI: 10.1002/elps.202400027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Revised: 05/31/2024] [Accepted: 06/04/2024] [Indexed: 06/29/2024]
Abstract
Along with the rapid development of cellular biological research in recent years, there has been an urgent need for a high-speed, high-precision method of separating target cells from a highly heterogeneous cell population. Among the various cell separation technologies proposed so far, dielectrophoresis (DEP)-based approaches have shown particular promise because they are noninvasive to cells. We have developed a new DEP-based device to separate large numbers of live and dead cells of the human mammary cell line MCF10A. In this study, we validated the separation performance of this device. The results showed the successful separation of a higher percentage of cells than in previous studies, with a separation efficiency higher than 90%. In the past, there have been no confirmed cases in which a separation rate of over 90% and high-speed processing of a large number of cells were simultaneously achieved. It was shown that the proposed device can process large numbers of cells at high speed and with high accuracy.
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Affiliation(s)
- Yoshinori Seki
- Graduate School of Science and Engineering, National Defense Academy, Yokosuka, Kanagawa, Japan
| | - Aoi Nagasaka
- Graduate School of Science and Engineering, National Defense Academy, Yokosuka, Kanagawa, Japan
| | - Tsukushi Gondo
- Department of Applied Physics, National Defense Academy, Yokosuka, Kanagawa, Japan
| | - Shigeru Tada
- Department of Applied Physics, National Defense Academy, Yokosuka, Kanagawa, Japan
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2
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Lee J, Hong J, Lee J, Lee C, Kim T, Jeong Y, Kim K, Jung I. Precise Filtration of Chronic Myeloid Leukemia Cells by an Ultrathin Microporous Membrane with Backflushing to Minimize Fouling. MEMBRANES 2023; 13:707. [PMID: 37623768 PMCID: PMC10456395 DOI: 10.3390/membranes13080707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Revised: 07/27/2023] [Accepted: 07/27/2023] [Indexed: 08/26/2023]
Abstract
A cell filtration platform that affords accurate size separation and minimizes fouling was developed. The platform features an ultra-thin porous membrane (UTM) filter, a pumping head filtration with backflush (PHF), and cell size measurement (CSM) software. The UTM chip is an ultrathin free-standing membrane with a large window area of 0.68 mm2, a pore diameter of 5 to 9 μm, and a thickness of less than 0.9 μm. The PHF prevents filter fouling. The CSM software analyzes the size distributions of the supernatants and subnatants of isolated cells and presents the data visually. The D99 particle size of cells of the chronic myeloid leukemia (CML) line K562 decreased from 22.2 to 17.5 μm after passage through a 5-μm filter. K562 cells could be separated by careful selection of the pore size; the recovery rate attained 91.3%. The method was compared to conventional blocking models by evaluating the mean square errors (MSEs) between the measured and calculated filtering volumes. The filtering rate was fitted by a linear regression model with a significance that exceeded 0.99 based on the R2 value. The platform can be used to separate various soft biomaterials and afford excellent stability during filtration.
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Affiliation(s)
- Jaehyuk Lee
- Department of Mechanical Engineering, Kyung Hee University, Yongin 17104, Republic of Korea;
- R&D Center, Metapore Co., Ltd., Advanced Institutes of Convergence Technology 8F, Suwon 16229, Republic of Korea; (J.H.); (J.L.); (C.L.); (T.K.); (Y.J.)
| | - Jeongpyo Hong
- R&D Center, Metapore Co., Ltd., Advanced Institutes of Convergence Technology 8F, Suwon 16229, Republic of Korea; (J.H.); (J.L.); (C.L.); (T.K.); (Y.J.)
| | - Jungwon Lee
- R&D Center, Metapore Co., Ltd., Advanced Institutes of Convergence Technology 8F, Suwon 16229, Republic of Korea; (J.H.); (J.L.); (C.L.); (T.K.); (Y.J.)
| | - Changgyu Lee
- R&D Center, Metapore Co., Ltd., Advanced Institutes of Convergence Technology 8F, Suwon 16229, Republic of Korea; (J.H.); (J.L.); (C.L.); (T.K.); (Y.J.)
| | - Tony Kim
- R&D Center, Metapore Co., Ltd., Advanced Institutes of Convergence Technology 8F, Suwon 16229, Republic of Korea; (J.H.); (J.L.); (C.L.); (T.K.); (Y.J.)
| | - Young Jeong
- R&D Center, Metapore Co., Ltd., Advanced Institutes of Convergence Technology 8F, Suwon 16229, Republic of Korea; (J.H.); (J.L.); (C.L.); (T.K.); (Y.J.)
| | - Kwanghee Kim
- National NanoFab Center, 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea;
| | - Inhwa Jung
- Department of Mechanical Engineering, Kyung Hee University, Yongin 17104, Republic of Korea;
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3
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An L, Ji F, Zhao E, Liu Y, Liu Y. Measuring cell deformation by microfluidics. Front Bioeng Biotechnol 2023; 11:1214544. [PMID: 37434754 PMCID: PMC10331473 DOI: 10.3389/fbioe.2023.1214544] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2023] [Accepted: 06/14/2023] [Indexed: 07/13/2023] Open
Abstract
Microfluidics is an increasingly popular method for studying cell deformation, with various applications in fields such as cell biology, biophysics, and medical research. Characterizing cell deformation offers insights into fundamental cell processes, such as migration, division, and signaling. This review summarizes recent advances in microfluidic techniques for measuring cellular deformation, including the different types of microfluidic devices and methods used to induce cell deformation. Recent applications of microfluidics-based approaches for studying cell deformation are highlighted. Compared to traditional methods, microfluidic chips can control the direction and velocity of cell flow by establishing microfluidic channels and microcolumn arrays, enabling the measurement of cell shape changes. Overall, microfluidics-based approaches provide a powerful platform for studying cell deformation. It is expected that future developments will lead to more intelligent and diverse microfluidic chips, further promoting the application of microfluidics-based methods in biomedical research, providing more effective tools for disease diagnosis, drug screening, and treatment.
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Affiliation(s)
- Ling An
- School of Engineering, Dali University, Dali, Yunnan, China
| | - Fenglong Ji
- School of Textile Materials and Engineering, Wuyi University, Jiangmen, Guangdong, China
| | - Enming Zhao
- School of Engineering, Dali University, Dali, Yunnan, China
| | - Yi Liu
- School of Engineering, Dali University, Dali, Yunnan, China
| | - Yaling Liu
- Department of Bioengineering, Lehigh University, Bethlehem, PA, United States
- Department of Mechanical Engineering and Mechanics, Lehigh University, Bethlehem, PA, United States
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4
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Roggeveen JV, Stone HA, Kurzthaler C. Transport of a passive scalar in wide channels with surface topography: An asymptotic theory. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2023; 35. [PMID: 37073470 DOI: 10.1088/1361-648x/acc8ad] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Accepted: 03/29/2023] [Indexed: 05/03/2023]
Abstract
We generalize classical dispersion theory for a passive scalar to derive an asymptotic long-time convection-diffusion equation for a solute suspended in a wide, structured channel and subject to a steady low-Reynolds-number shear flow. Our asymptotic theory relies on a domain perturbation approach for small roughness amplitudes of the channel and holds for general surface shapes expandable as a Fourier series. We determine an anisotropic dispersion tensor, which depends on the characteristic wavelengths and amplitude of the surface structure. For surfaces whose corrugations are tilted with respect to the applied flow direction, we find that dispersion along the principal direction (i.e. the principal eigenvector of the dispersion tensor) is at an angle to the main flow direction and becomes enhanced relative to classical Taylor dispersion. In contrast, dispersion perpendicular to it can decrease compared to the short-time diffusivity of the particles. Furthermore, for an arbitrary surface shape represented in terms of a Fourier decomposition, we find that each Fourier mode contributes at leading order a linearly-independent correction to the classical Taylor dispersion diffusion tensor.
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Affiliation(s)
- J V Roggeveen
- Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, NJ 08544, United States of America
| | - H A Stone
- Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, NJ 08544, United States of America
| | - C Kurzthaler
- Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, NJ 08544, United States of America
- Max Planck Institute for the Physics of Complex Systems, 01187 Dresden, Germany
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Kumar K, Kim E, Alhammadi M, Umapathi R, Aliya S, Tiwari JN, Park HS, Choi JH, Son CY, Vilian AE, Han YK, Bu J, Huh YS. Recent advances in microfluidic approaches for the isolation and detection of exosomes. Trends Analyt Chem 2023. [DOI: 10.1016/j.trac.2022.116912] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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Zhang B, Zou S, Wu W, Yang F, Mehmood K, Wan W, Zhao Q. Mechanism and Effects of Cellular Creep in a Microfluidic Filter. J Phys Chem Lett 2022; 13:8641-8647. [PMID: 36083282 DOI: 10.1021/acs.jpclett.2c02137] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Biomicroparticles such as proteins, bacterium, and cells are known to be viscoelastic, which significantly affects their performance in microfluidic applications. However, the exact effects and the quantitative study of cellular viscoelastic creep within different applications remain unclear. In this study, the cellular-deforming evolution within a filter unit was studied using a multiphysics numerical model. A general cellular creep deformation process of viscoelastic particle trapping in pores was revealed. Two featured variables, namely, the maximum surface displacement and the volumetric strain, were identified and determined to quantitatively describe the evolution. The effects of flow conditions and physical characteristics of the microparticles were studied. Furthermore, a Giardia concentration experiment was conducted using an integrated hydraulic filtration system with a porous membrane. The experimental results agreed well with the numerical analysis, indicating that, compared to pure elastic particles, it is more difficult to release cellular material matters including cells, chemical synthetic particles, and microbes from trapping due to their time-accumulated creep deformation.
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Affiliation(s)
- Boran Zhang
- School of Electrical and Electronic Engineering, Nanyang Technological University, 639798 Singapore
- Department of Hydraulic Engineering, College of Civil Engineering and Architecture, Zhejiang University, Hangzhou, Zhejiang 310058, China
| | - Siyuan Zou
- Department of Hydraulic Engineering, College of Civil Engineering and Architecture, Zhejiang University, Hangzhou, Zhejiang 310058, China
| | - Wenshuai Wu
- Research Center for Analytical Instrumentation, Institute of Cyber-Systems and Control, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, Zhejiang 310058, China
| | - Fan Yang
- College of Engineering, Peking University, Beijing 100871, China
| | - Kashif Mehmood
- Department of Hydraulic Engineering, College of Civil Engineering and Architecture, Zhejiang University, Hangzhou, Zhejiang 310058, China
| | - Wuyi Wan
- Department of Hydraulic Engineering, College of Civil Engineering and Architecture, Zhejiang University, Hangzhou, Zhejiang 310058, China
| | - Qianbin Zhao
- Center for Health Science and Engineering, Hebei Key Laboratory of Biomaterials and Smart Theranostics, School of Health Sciences and Biomedical Engineering, Hebei University of Technology, Tianjin 300131, China
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Abstract
Advances in microfabrication enable the tailoring of surfaces to achieve optimal sorting, mixing, and focusing of complex particulate suspensions in microfluidic devices. Corrugated surfaces have proved to be a powerful tool to manipulate particle motion for a variety of applications, yet the fundamental physical mechanism underlying the hydrodynamic coupling of the suspended particles and surface topography has remained elusive. Here, we study the hydrodynamic interactions between sedimenting spherical particles and nearby corrugated surfaces, whose corrugations are tilted with respect to gravity. Our experiments show three-dimensional, helical particle trajectories with an overall drift along the corrugations, which agree quantitatively with our analytical perturbation theory. The theoretical predictions reveal that the interaction of the disturbance flows, induced by the particle motion, with the corrugations generates locally a transverse anisotropy of the pressure field, which explains the helical dynamics and particle drift. We demonstrate that this dynamical behavior is generic for various surface shapes, including rectangular, sinusoidal, and triangular corrugations, and we identify surface characteristics that produce an optimal particle drift. Our findings reveal a universal feature inherent to particle transport near patterned surfaces and provide fundamental insights for future microfluidic applications that aim to enhance the focusing or sorting of particulate suspensions.
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Young KM, Shankles PG, Chen T, Ahkee K, Bules S, Sulchek T. Scaling microfluidic throughput with flow-balanced manifolds to simply control devices with multiple inlets and outlets. BIOMICROFLUIDICS 2022; 16:034104. [PMID: 35600502 PMCID: PMC9118023 DOI: 10.1063/5.0080510] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Accepted: 05/02/2022] [Indexed: 05/18/2023]
Abstract
Microfluidics can bring unique functionalities to cell processing, but the small channel dimensions often limit the throughput for cell processing that prevents scaling necessary for key applications. While processing throughput can be improved by increasing cell concentration or flow rate, an excessive number or velocity of cells can result in device failure. Designing parallel channels can linearly increase the throughput by channel number, but for microfluidic devices with multiple inlets and outlets, the design of the channel architecture with parallel channels can result in intractable numbers of inlets and outlets. We demonstrate an approach to use multiple parallel channels for complex microfluidic designs that uses a second manifold layer to connect three inlets and five outlets per channel in a manner that balances flow properties through each channel. The flow balancing in the individual microfluidic channels was accomplished through a combination of analytical and finite element analysis modeling. Volumetric flow and cell flow velocity were measured in each multiplexed channel to validate these models. We demonstrate eight-channel operation of a label-free mechanical separation device that retains the accuracy of a single channel separation. Using the parallelized device and a model biomechanical cell system for sorting of cells based on their viability, we processed over 16 × 106 cells total over three replicates at a rate of 5.3 × 106 cells per hour. Thus, parallelization of complex microfluidics with a flow-balanced manifold system can enable higher throughput processing with the same number of inlet and outlet channels to control.
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Affiliation(s)
- Katherine M. Young
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive, Atlanta, Georgia 30332-0535, USA
| | - Peter G. Shankles
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, 801 Ferst Drive, Atlanta, Georgia 30332-0405, USA
| | - Theresa Chen
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, 801 Ferst Drive, Atlanta, Georgia 30332-0405, USA
| | - Kelly Ahkee
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive, Atlanta, Georgia 30332-0535, USA
| | - Sydney Bules
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive, Atlanta, Georgia 30332-0535, USA
| | - Todd Sulchek
- Author to whom correspondence should be addressed:. Phone: (404) 385-1887
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9
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Yeh PY, Snijders AM, Wang D. ViaChip for Size-based Enrichment of Viable Cells. SENSORS AND ACTUATORS. B, CHEMICAL 2022; 353:131159. [PMID: 34975229 PMCID: PMC8716015 DOI: 10.1016/j.snb.2021.131159] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Live cells acquire different fates including apoptosis, necrosis, and senescence in response to stress and stimuli. Rapid and label-free enrichment of live cells from a mixture of cells adopting various cell fates remains a challenge. We developed a ViaChip for high-throughput enrichment of Viable cells via size-based separation on a multi-stage microfluidic Chip. Our chip takes advantage of the characteristic increase in cell size during cellular senescence and decreases during apoptosis and necrosis, in comparison to their viable and healthy counterparts. The core component of our ViaChip is a slanted and tunable 3D filter array in the vertical direction (z-gap) for rapid and continuous cell sieving. The shape of the 3D filter array is optimized for target cells to prevent clogging during continuous separation. We demonstrated enrichment of live human and mouse mesenchymal stem cells in culture and from live animals, as well as the removal of senescent and necrotic MSCs, respectively, achieving an enrichment efficiency of ~67% with the continuous flow at 1.5 mL/hour. With further improvements in throughput and separation efficiency, our ViaChip could find applications in cell-based drug screening for anti-cancer and anti-aging cell therapies.
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10
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Razaulla TM, Young OM, Alsharhan A, Sochol RD, Warren R. Deterministic Lateral Displacement Using Hexagonally Arranged, Bottom-Up-Inspired Micropost Arrays. Anal Chem 2022; 94:1949-1957. [PMID: 35040640 DOI: 10.1021/acs.analchem.1c03035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Size-based separation of particles in microfluidic devices can be achieved using arrays of micro- or nanoscale posts using a technique known as deterministic lateral displacement (DLD). To date, DLD arrays have been limited to parallelogram or rotated-square arrangements of posts, with various post shapes having been explored in these two principal arrangements. This work examines a new DLD geometry based on patterning obtainable through self-assembly of single-layer nanospheres, which we call hexagonally arranged triangle (HAT) geometry. Finite element simulations are used to characterize the DLD separation properties of the HAT geometry. The relationship between the array angle, the gap spacing, and the critical diameter for separation is derived for the HAT geometry and expressed in a similar mathematical form as conventional parallelogram and rotated-square DLD arrays. At array angles <7°, HAT structures demonstrate smaller particle sorting capability (smaller critical diameter-to-gap spacing ratio) compared to published experimental results for parallelogram-type DLD arrays with circular posts. Experimental validation of DLD separation confirms the separation ability of the HAT array geometry. It is envisioned that this work will provide the first step toward future implementation of nanoscale DLD arrays fabricated by low-cost, bottom-up self-assembly approaches.
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Affiliation(s)
- Talha M Razaulla
- Department of Mechanical Engineering, University of Utah, 1495 E 100 S, 1550 MEK, Salt Lake City, Utah 84112, United States
| | - Olivia M Young
- Department of Mechanical Engineering, University of Maryland, 2147 Glenn L. Martin Hall, Building 088, College Park, Maryland 20742, United States
| | - Abdullah Alsharhan
- Department of Mechanical Engineering, University of Maryland, 2147 Glenn L. Martin Hall, Building 088, College Park, Maryland 20742, United States
| | - Ryan D Sochol
- Department of Mechanical Engineering, University of Maryland, 2147 Glenn L. Martin Hall, Building 088, College Park, Maryland 20742, United States
| | - Roseanne Warren
- Department of Mechanical Engineering, University of Utah, 1495 E 100 S, 1550 MEK, Salt Lake City, Utah 84112, United States
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Choi G, Tang Z, Guan W. Microfluidic high-throughput single-cell mechanotyping: Devices and
applications. NANOTECHNOLOGY AND PRECISION ENGINEERING 2021. [DOI: 10.1063/10.0006042] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Affiliation(s)
- Gihoon Choi
- Department of Electrical Engineering, Pennsylvania State University, University Park, Pennsylvania 16802,
USA
| | - Zifan Tang
- Department of Electrical Engineering, Pennsylvania State University, University Park, Pennsylvania 16802,
USA
| | - Weihua Guan
- Department of Electrical Engineering, Pennsylvania State University, University Park, Pennsylvania 16802,
USA
- Department of Biomedical Engineering, Pennsylvania State University, University Park, Pennsylvania 16802,
USA
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12
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Chrit FE, Raj A, Young KM, Stone NE, Shankles PG, Lokireddy K, Flowers C, Waller EK, Alexeev A, Sulchek T. Microfluidic Platform to Transduce Cell Viability to Distinct Flow Pathways for High-Accuracy Sensing. ACS Sens 2021; 6:3789-3799. [PMID: 34546721 DOI: 10.1021/acssensors.1c01770] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Mechanical properties of cells such as stiffness can act as biomarkers to sort or detect cell functional properties such as viability. In this study, we report the use of a microfluidic device as a high-sensitivity sensor that transduces cell biomechanics to cell separation to accurately detect viability. Cell populations are flowed and deflected at a number of skew ridges such that deflection per ridge, cell-ridge interaction time, and cell size can all be used as sensor inputs to accurately determine the cell state. The angle of the ridges was evaluated to optimize the differences in cell translation between viable and nonviable cells while allowing continuous flow. In the first mode of operation, we flowed viable and nonviable cells through the device and conducted a sensitivity analysis by recording the cell's total deflection as a binary classifier that differentiates viable from nonviable cells. The performance of the sensor was assessed using an area under the curve (AUC) analysis to be 0.97. By including additional sensor inputs in the second mode of operation, we conducted a principal component analysis (PCA) to further improve the identification of the cell state by clustering populations with little overlap between viable and nonviable cells. We therefore found that microfluidic separation devices can be used to efficiently sort cells and accurately sense viability in a label-free manner.
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Affiliation(s)
- Fatima Ezahra Chrit
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Abhishek Raj
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Katherine M. Young
- The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology & Emory University, Atlanta, Georgia 30332, United States
| | - Nicholas E. Stone
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Peter G. Shankles
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Kesiharjun Lokireddy
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Christopher Flowers
- Winship Cancer Institute, Emory School of Medicine, 1365 Clifton NE Road, Atlanta, Georgia 30322, United States
| | - Edmund K. Waller
- Winship Cancer Institute, Emory School of Medicine, 1365 Clifton NE Road, Atlanta, Georgia 30322, United States
| | - Alexander Alexeev
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Todd Sulchek
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
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13
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Stone NE, Voigt AP, Mullins RF, Sulchek T, Tucker BA. Microfluidic processing of stem cells for autologous cell replacement. Stem Cells Transl Med 2021; 10:1384-1393. [PMID: 34156760 PMCID: PMC8459636 DOI: 10.1002/sctm.21-0080] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Revised: 05/10/2021] [Accepted: 05/15/2021] [Indexed: 12/18/2022] Open
Abstract
Autologous photoreceptor cell replacement is one of the most promising approaches currently under development for the treatment of inherited retinal degenerative blindness. Unlike endogenous stem cell populations, induced pluripotent stem cells (iPSCs) can be differentiated into both rod and cone photoreceptors in high numbers, making them ideal for this application. That said, in addition to photoreceptor cells, state of the art retinal differentiation protocols give rise to all of the different cell types of the normal retina, the majority of which are not required and may in fact hinder successful photoreceptor cell replacement. As such, following differentiation photoreceptor cell enrichment will likely be required. In addition, to prevent the newly generated photoreceptor cells from suffering the same fate as the patient's original cells, correction of the patient's disease-causing genetic mutations will be necessary. In this review we discuss literature pertaining to the use of different cell sorting and transfection approaches with a focus on the development and use of novel next generation microfluidic devices. We will discuss how gold standard strategies have been used, the advantages and disadvantages of each, and how novel microfluidic platforms can be incorporated into the clinical manufacturing pipeline to reduce the complexity, cost, and regulatory burden associated with clinical grade production of photoreceptor cells for autologous cell replacement.
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Affiliation(s)
- Nicholas E. Stone
- The George W. Woodruff School of Mechanical EngineeringGeorgia Institute of TechnologyAtlantaGeorgiaUSA
| | - Andrew P. Voigt
- Institute for Vision Research, Department of Ophthalmology and Visual Science, Carver College of MedicineUniversity of IowaIowa CityIowaUSA
| | - Robert F. Mullins
- Institute for Vision Research, Department of Ophthalmology and Visual Science, Carver College of MedicineUniversity of IowaIowa CityIowaUSA
| | - Todd Sulchek
- The George W. Woodruff School of Mechanical EngineeringGeorgia Institute of TechnologyAtlantaGeorgiaUSA
| | - Budd A. Tucker
- Institute for Vision Research, Department of Ophthalmology and Visual Science, Carver College of MedicineUniversity of IowaIowa CityIowaUSA
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14
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Wang J, Ma P, Kim DH, Liu BF, Demirci U. Towards Microfluidic-Based Exosome Isolation and Detection for Tumor Therapy. NANO TODAY 2021; 37:101066. [PMID: 33777166 PMCID: PMC7990116 DOI: 10.1016/j.nantod.2020.101066] [Citation(s) in RCA: 97] [Impact Index Per Article: 32.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
Exosomes are a class of cell-secreted, nano-sized extracellular vesicles with a bilayer membrane structure of 30-150 nm in diameter. Their discovery and application have brought breakthroughs in numerous areas, such as liquid biopsies, cancer biology, drug delivery, immunotherapy, tissue repair, and cardiovascular diseases. Isolation of exosomes is the first step in exosome-related research and its applications. Standard benchtop exosome separation and sensing techniques are tedious and challenging, as they require large sample volumes, multi-step operations that are complex and time-consuming, requiring cumbersome and expensive instruments. In contrast, microfluidic platforms have the potential to overcome some of these limitations, owing to their high-precision processing, ability to handle liquids at a microscale, and integrability with various functional units, such as mixers, actuators, reactors, separators, and sensors. These platforms can optimize the detection process on a single device, representing a robust and versatile technique for exosome separation and sensing to attain high purity and high recovery rates with a short processing time. Herein, we overview microfluidic strategies for exosome isolation based on their hydrodynamic properties, size filtration, acoustic fields, immunoaffinity, and dielectrophoretic properties. We focus especially on advances in label-free isolation of exosomes with active biological properties and intact morphological structures. Further, we introduce microfluidic techniques for the detection of exosomal proteins and RNAs with high sensitivity, high specificity, and low detection limits. We summarize the biomedical applications of exosome-mediated therapeutic delivery targeting cancer cells. To highlight the advantages of microfluidic platforms, conventional techniques are included for comparison. Future challenges and prospects of microfluidics towards exosome isolation applications are also discussed. Although the use of exosomes in clinical applications still faces biological, technical, regulatory, and market challenges, in the foreseeable future, recent developments in microfluidic technologies are expected to pave the way for tailoring exosome-related applications in precision medicine.
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Affiliation(s)
- Jie Wang
- Canary Center at Stanford for Cancer Early Detection, Bio-Acoustic MEMS in Medicine (BAMM) Laboratory, Department of Radiology, School of Medicine Stanford University, Palo Alto, California 94304-5427, USA
- Canary Center at Stanford for Cancer Early Detection, Department of Radiology, Stanford University School of Medicine, Palo Alto, California 94305, USA
| | - Peng Ma
- Canary Center at Stanford for Cancer Early Detection, Bio-Acoustic MEMS in Medicine (BAMM) Laboratory, Department of Radiology, School of Medicine Stanford University, Palo Alto, California 94304-5427, USA
- Britton Chance Center for Biomedical Photonics at Wuhan National Laboratory for Optoelectronics-Hubei Bioinformatics & Molecular Imaging Key Laboratory Systems Biology Theme, Department of Biomedical Engineering, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, 430074, China
- Canary Center at Stanford for Cancer Early Detection, Department of Radiology, Stanford University School of Medicine, Palo Alto, California 94305, USA
| | - Daniel H Kim
- Department of Biomolecular Engineering, University of California Santa Cruz, Santa Cruz, California 95064, USA
- Canary Center at Stanford for Cancer Early Detection, Department of Radiology, Stanford University School of Medicine, Palo Alto, California 94305, USA
| | - Bi-Feng Liu
- Britton Chance Center for Biomedical Photonics at Wuhan National Laboratory for Optoelectronics-Hubei Bioinformatics & Molecular Imaging Key Laboratory Systems Biology Theme, Department of Biomedical Engineering, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, 430074, China
| | - Utkan Demirci
- Canary Center at Stanford for Cancer Early Detection, Bio-Acoustic MEMS in Medicine (BAMM) Laboratory, Department of Radiology, School of Medicine Stanford University, Palo Alto, California 94304-5427, USA
- Canary Center at Stanford for Cancer Early Detection, Department of Radiology, Stanford University School of Medicine, Palo Alto, California 94305, USA
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15
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Labib M, Philpott DN, Wang Z, Nemr C, Chen JB, Sargent EH, Kelley SO. Magnetic Ranking Cytometry: Profiling Rare Cells at the Single-Cell Level. Acc Chem Res 2020; 53:1445-1457. [PMID: 32662263 DOI: 10.1021/acs.accounts.0c00179] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Cellular heterogeneity in biological systems presents major challenges in the diagnosis and treatment of disease and also complicates the deconvolution of complex cellular phenomena. Single-cell analysis methods provide information that is not masked by the intrinsic heterogeneity of the bulk population and can therefore be applied to gain insights into heterogeneity among different cell subpopulations with fine resolution. Over the last 5 years, an explosion in the number of single-cell measurement methods has occurred. However, most of these methods are applicable to pure populations of cultured cells and are not able to handle high levels of phenotypic heterogeneity or a large background of nontarget cells. Microfluidics is an attractive tool for single cell manipulation as it enables individual encasing of single cells, allowing for high-throughput analysis with precise control of the local environment. Our laboratory has developed a new microfluidics-based analytical strategy to meet this unmet need referred to as magnetic ranking cytometry (MagRC). Cells expressing a biomarker of interest are labeled with receptor-coated magnetic nanoparticles and isolated from nontarget cells using a microfluidic device. The device ranks the cells according to the level of bound magnetic nanoparticles, which corresponds to the expression level of a target biomarker. Over the last several years, two generations of MagRC devices have been developed for different applications. The first-generation MagRC devices are powerful tools for the quantitation and analysis of rare cells present in heterogeneous samples, such as circulating tumor cells, stem cells, and pathogenic bacteria. The second-generation MagRC devices are compatible with the efficient recovery of cells sorted on the basis of protein expression and can be used to analyze large populations of cells and perform phenotypic CRISPR screens. To improve analytical precision, newer iterations of the first-generation and second-generation MagRC devices have been integrated with electrochemical sensors and Hall effect sensors, respectively. Both generations of MagRC devices permit the isolation of viable cells, which sets the stage for a wide range of applications, such as generating cell lines from rare cells and in vitro screening for effective therapeutic interventions in cancer patients to realize the promise of personalized medicine. This Account summarizes the development and application of the MagRC and describes a suite of advances that have enabled single-cell tumor cell analysis and monitoring tumor response to therapy, stem cell analysis, and detection of pathogens.
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Affiliation(s)
- Mahmoud Labib
- Department of Pharmaceutical Sciences, University of Toronto, Toronto, Ontario M5S 3M2, Canada
| | - David N. Philpott
- Department of Electrical & Computer Engineering, University of Toronto, Toronto, Ontario M5S 1A8, Canada
| | - Zongjie Wang
- Institute for Biomaterials and Biomedical Engineering, University of Toronto, Toronto, Ontario M5S 3G4, Canada
| | - Carine Nemr
- Department of Chemistry, University of Toronto, Toronto, Ontario M5S 3G4, Canada
| | - Jenise B. Chen
- Department of Chemistry, University of Toronto, Toronto, Ontario M5S 3G4, Canada
| | - Edward H. Sargent
- Department of Electrical & Computer Engineering, University of Toronto, Toronto, Ontario M5S 1A8, Canada
| | - Shana O. Kelley
- Department of Pharmaceutical Sciences, University of Toronto, Toronto, Ontario M5S 3M2, Canada
- Institute for Biomaterials and Biomedical Engineering, University of Toronto, Toronto, Ontario M5S 3G4, Canada
- Department of Biochemistry, University of Toronto, Toronto, Ontario M5S 1A8, Canada
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16
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Stone NE, Voigt AP, Cooke JA, Giacalone JC, Hanasoge S, Mullins RF, Tucker BA, Sulchek T. Label-free microfluidic enrichment of photoreceptor cells. Exp Eye Res 2020; 199:108166. [PMID: 32771499 DOI: 10.1016/j.exer.2020.108166] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2019] [Revised: 05/20/2020] [Accepted: 07/21/2020] [Indexed: 12/22/2022]
Abstract
Inherited retinal degenerative disorders such as retinitis pigmentosa and Usher syndrome are characterized by progressive death of photoreceptor cells. To restore vision to patients blinded by these diseases, a stem cell-based photoreceptor cell replacement strategy will likely be required. Although retinal stem cell differentiation protocols suitable for generating photoreceptor cells exist, they often yield a rather heterogenous mixture of cell types. To enrich the donor cell population for one or a few cell types, scientists have traditionally relied upon the use of antibody-based selection approaches. However, these strategies are quite labor intensive and require animal derived reagents and equipment that are not well suited to current good manufacturing practices (cGMP). The purpose of this study was to develop and evaluate a microfluidic cell sorting device capable of exploiting the physical and mechanical differences between retinal cell types to enrich specific donor cell populations such as Retinal Pigment Epithelial (RPE) cells and photoreceptor cells. Using this device, we were able to separate a mixture of RPE and iPSC-derived photoreceptor precursor cell lines into two substantially enriched fractions. The enrichment factor of the RPE fraction was 2 and that of the photoreceptor precursor cell fraction was 2.7. Similarly, when human retina, obtained from 3 independent donors, was dissociated and passed through the sorting device, the heterogeneous mixture could be reliably sorted into RPE and photoreceptor cell rich fractions. In summary, microfluidic cell sorting is a promising approach for antibody free enrichment of retinal cell populations.
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Affiliation(s)
- Nicholas E Stone
- The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, 30332, USA
| | - Andrew P Voigt
- Institute for Vision Research, Department of Ophthalmology and Visual Science, Carver College of Medicine, University of Iowa, Iowa City, IA, 52242, USA
| | - Jessica A Cooke
- Institute for Vision Research, Department of Ophthalmology and Visual Science, Carver College of Medicine, University of Iowa, Iowa City, IA, 52242, USA
| | - Joseph C Giacalone
- Institute for Vision Research, Department of Ophthalmology and Visual Science, Carver College of Medicine, University of Iowa, Iowa City, IA, 52242, USA
| | - Srinivas Hanasoge
- The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, 30332, USA
| | - Robert F Mullins
- Institute for Vision Research, Department of Ophthalmology and Visual Science, Carver College of Medicine, University of Iowa, Iowa City, IA, 52242, USA
| | - Budd A Tucker
- Institute for Vision Research, Department of Ophthalmology and Visual Science, Carver College of Medicine, University of Iowa, Iowa City, IA, 52242, USA
| | - Todd Sulchek
- The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, 30332, USA.
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17
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Islam M, Raj A, McFarland B, Brink HM, Ciciliano J, Fay M, Myers DR, Flowers C, Waller EK, Lam W, Alexeev A, Sulchek T. Stiffness based enrichment of leukemia cells using microfluidics. APL Bioeng 2020; 4:036101. [PMID: 32637856 PMCID: PMC7332299 DOI: 10.1063/1.5143436] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2020] [Accepted: 06/08/2020] [Indexed: 01/06/2023] Open
Abstract
To improve the survival rate of cancer patients, new diagnosis strategies are necessary to detect lower levels of cancer cells before and after treatment regimens. The scarcity of diseased cells, particularly in residual disease after treatment, demands highly sensitive detection approaches or the ability to enrich the diseased cells in relation to normal cells. We report a label-free microfluidic approach to enrich leukemia cells from healthy cells using inherent differences in cell biophysical properties. The microfluidic device consists of a channel with an array of diagonal ridges that recurrently compress and translate flowing cells in proportion to cell stiffness. Using devices optimized for acute T cell leukemia model Jurkat, the stiffer white blood cells were translated orthogonally to the channel length, while softer leukemia cells followed hydrodynamic flow. The device enriched Jurkat leukemia cells from white blood cells with an enrichment factor of over 760. The sensitivity, specificity, and accuracy of the device were found to be >0.8. The values of sensitivity and specificity could be adjusted by selecting one or multiple outlets for analysis. We demonstrate that low levels of Jurkat leukemia cells (1 in 104 white blood cells) could be more quickly detected using flow cytometry by using the stiffness sorting pre-enrichment. In a second mode of operation, the device was implemented to sort resistive leukemia cells from both drug-sensitive leukemia cells and normal white blood cells. Therefore, microfluidic biomechanical sorting can be a useful tool to enrich leukemia cells that may improve downstream analyses.
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Affiliation(s)
- Muhymin Islam
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, 801 Ferst Drive, Atlanta, Georgia 30332-0405, USA
| | - Abhishek Raj
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, 801 Ferst Drive, Atlanta, Georgia 30332-0405, USA
| | - Brynn McFarland
- The School of Biological Sciences, Georgia Institute of Technology, 310 Ferst Drive, Atlanta, Georgia 30332-0535, USA
| | - Hannah Maxine Brink
- The School of Biological Sciences, Georgia Institute of Technology, 310 Ferst Drive, Atlanta, Georgia 30332-0535, USA
| | - Jordan Ciciliano
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive, Atlanta, Georgia 30332-0535, USA
| | - Meredith Fay
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive, Atlanta, Georgia 30332-0535, USA
| | - David Richard Myers
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive, Atlanta, Georgia 30332-0535, USA
| | - Christopher Flowers
- Winship Cancer Institute, Emory School of Medicine, 1365 Clifton NE Rd.: Atlanta, Georgia 30322, USA
| | - Edmund K Waller
- Winship Cancer Institute, Emory School of Medicine, 1365 Clifton NE Rd.: Atlanta, Georgia 30322, USA
| | - Wilbur Lam
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive, Atlanta, Georgia 30332-0535, USA
| | - Alexander Alexeev
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, 801 Ferst Drive, Atlanta, Georgia 30332-0405, USA
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18
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Nawaz AA, Urbanska M, Herbig M, Nötzel M, Kräter M, Rosendahl P, Herold C, Toepfner N, Kubánková M, Goswami R, Abuhattum S, Reichel F, Müller P, Taubenberger A, Girardo S, Jacobi A, Guck J. Intelligent image-based deformation-assisted cell sorting with molecular specificity. Nat Methods 2020; 17:595-599. [DOI: 10.1038/s41592-020-0831-y] [Citation(s) in RCA: 63] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2019] [Accepted: 04/09/2020] [Indexed: 12/14/2022]
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19
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Nandi S, Mohanty K, Nellenbach K, Erb M, Muller M, Brown AC. Ultrasound enhanced synthetic platelet therapy for augmented wound repair. ACS Biomater Sci Eng 2020; 6:3026-3036. [PMID: 33313395 PMCID: PMC7725264 DOI: 10.1021/acsbiomaterials.9b01976] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Native platelets perform a number of functions within the wound healing process, including interacting with fibrin fibers at the wound site to bring about retraction after clot formation. Clot retraction improves clot stability and enhances the function of the fibrin network as a provisional matrix to support cellular infiltration of the wound site, thus facilitating tissue repair and remodeling after hemostasis. In cases of traumatic injury or disease, platelets can become depleted and this process disrupted. To that end, our lab has developed synthetic platelet-like particles (PLPs) that recapitulate the clot retraction abilities of native platelets through a Brownian-wrench driven mechanism that drives fibrin network densification and clot retraction over time, however, this Brownian-motion driven process occurs on a longer time scale than native active actin/myosin-driven platelet-mediated clot retraction. We hypothesized that a combinatorial therapy comprised of ultrasound stimulation of PLP motion within fibrin clots would facilitate a faster induction of clot retraction on a more platelet-mimetic time scale and at a lower dosage than required for PLPs acting alone. We found that application of ultrasound in combination with a subtherapeutic dosage of PLPs resulted in increased clot density and stiffness, improved fibroblast migration in vitro and increased epidermal thickness and angiogenesis in vivo, indicating that this combination therapy has potential to facilitate multiphase pro-healing outcomes. Additionally, while these particular studies focus on the role of ultrasound in enhancing specific interactions between fibrin-binding synthetic PLPs embedded within fibrin networks, these studies have wide applicability in understanding the role of ultrasound stimulation in enhancing multi-scale colloidal interactions within fibrillar matrices.
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Affiliation(s)
- Seema Nandi
- Joint Department of Biomedical Engineering, North Carolina State University and The University of North Carolina at Chapel Hill, Raleigh, NC
- Comparative Medicine Institute, North Carolina State University
| | - Kaustav Mohanty
- Department of Mechanical and Aerospace Engineering, North Carolina State University
| | - Kimberly Nellenbach
- Joint Department of Biomedical Engineering, North Carolina State University and The University of North Carolina at Chapel Hill, Raleigh, NC
- Comparative Medicine Institute, North Carolina State University
| | - Mary Erb
- Joint Department of Biomedical Engineering, North Carolina State University and The University of North Carolina at Chapel Hill, Raleigh, NC
| | - Marie Muller
- Joint Department of Biomedical Engineering, North Carolina State University and The University of North Carolina at Chapel Hill, Raleigh, NC
- Department of Mechanical and Aerospace Engineering, North Carolina State University
| | - Ashley C. Brown
- Joint Department of Biomedical Engineering, North Carolina State University and The University of North Carolina at Chapel Hill, Raleigh, NC
- Comparative Medicine Institute, North Carolina State University
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20
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Xie Y, Mao Z, Bachman H, Li P, Zhang P, Ren L, Wu M, Huang TJ. Acoustic Cell Separation Based on Density and Mechanical Properties. J Biomech Eng 2020; 142:031005. [PMID: 32006021 PMCID: PMC7104781 DOI: 10.1115/1.4046180] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2019] [Revised: 12/30/2019] [Indexed: 11/08/2022]
Abstract
Density and mechanical properties (e.g., compressibility or bulk modulus) are important cellular biophysical markers. As such, developing a method to separate cells directly based on these properties can benefit various applications including biological research, diagnosis, prognosis, and therapeutics. As a potential solution, surface acoustic wave (SAW)-based cell separation has demonstrated advantages in terms of biocompatibility and compact device size. However, most SAW-reliant cell separations are achieved using an entangled effect of density, various mechanical properties, and size. In this work, we demonstrate SAW-based separation of cells/particles based on their density and compressibility, irrespective of their sizes, by manipulating the acoustic properties of the fluidic medium. Using our platform, SAW-based separation is achieved by varying the dimensions of the microfluidic channels, the wavelengths of acoustic signals, and the properties of the fluid media. Our method was applied to separate paraformaldehyde-treated and fresh Hela cells based on differences in mechanical properties; a recovery rate of 85% for fixed cells was achieved. It was also applied to separate red blood cells (RBCs) and white blood cells (WBCs) which have different densities. A recovery rate of 80.5% for WBCs was achieved.
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Affiliation(s)
- Yuliang Xie
- Department of Chemical Engineering, The Pennsylvania State
University, University Park, State College, PA
16802
| | - Zhangming Mao
- Department of Engineering Science and Mechanics, The
Pennsylvania State University, University
Park, State College, PA 16802
| | - Hunter Bachman
- Department of Mechanical Engineering and Materials Science,
Duke University, Durham, NC 27708
| | - Peng Li
- Department of Engineering Science and Mechanics, The
Pennsylvania State University, University
Park, State College, PA 16802
| | - Peiran Zhang
- Department of Mechanical Engineering and Materials Science,
Duke University, Durham, NC 27708
| | - Liqiang Ren
- Department of Engineering Science and Mechanics, The
Pennsylvania State University, University
Park, State College, PA 16802
| | - Mengxi Wu
- Department of Mechanical Engineering and Materials Science,
Duke University, Durham, NC 27708
| | - Tony Jun Huang
- Department of Mechanical Engineering and Materials Science,
Duke University, Durham, NC 27708
e-mail:
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21
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Dabighi A, Toghraie D. A new microfluidic device for separating circulating tumor cells based on their physical properties by using electrophoresis and dielectrophoresis forces within an electrical field. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2020; 185:105147. [PMID: 31669960 DOI: 10.1016/j.cmpb.2019.105147] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/01/2019] [Revised: 10/13/2019] [Accepted: 10/20/2019] [Indexed: 06/10/2023]
Abstract
BACKGROUND AND OBJECTIVE The presence of circulating tumor cells in the patient's blood is a clinical factor that indicates the initiation of metastasis. METHODS In this paper, a microfluidic device is designed to separate, enumerate, and to diagnose cancer cells from the patient's blood sample. Here, we present a new microfluidic device that is capable of separating circulating tumor cells based on their physical properties by using electrophoresis and dielectrophoresis forces within an electrical field. Cells are modeled as spherical particles, each size as a representor of different cells. RESULTS The distance between cells has been increased, and by using a novel method of rolling up the convergent and divergent channels, the primary distance of elements, which was 50 µm, reached 142-178.5. Cells with different diameters sense a different force, and therefore, cancer cells can be separating from other cells in the blood, such as white blood cells. To make the current device, practical for clinical studies, a cell enumerator is designed for downstream of cell separator. In the cell enumerator, a change in impedance occurs when a cell passes through the sensor. CONCLUSIONS By measuring the electrical current between two electrodes of the cell enumerator sensor, the exact count of cells can be obtained.
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Affiliation(s)
- Ali Dabighi
- Department of Mechanical Engineering, Islamic Azad University, Khomeinishahr Branch, Khomeinishahr 84175-119, Iran
| | - Davood Toghraie
- Department of Mechanical Engineering, Islamic Azad University, Khomeinishahr Branch, Khomeinishahr 84175-119, Iran.
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22
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Liu A, Yu T, Young K, Stone N, Hanasoge S, Kirby TJ, Varadarajan V, Colonna N, Liu J, Raj A, Lammerding J, Alexeev A, Sulchek T. Cell Mechanical and Physiological Behavior in the Regime of Rapid Mechanical Compressions that Lead to Cell Volume Change. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2020; 16:e1903857. [PMID: 31782912 PMCID: PMC7012384 DOI: 10.1002/smll.201903857] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/18/2019] [Revised: 11/05/2019] [Indexed: 04/14/2023]
Abstract
Cells respond to mechanical forces by deforming in accordance with viscoelastic solid behavior. Studies of microscale cell deformation observed by high speed video microscopy have elucidated a new cell behavior in which sufficiently rapid mechanical compression of cells can lead to transient cell volume loss and then recovery. This work has discovered that the resulting volume exchange between the cell interior and the surrounding fluid can be utilized for efficient, convective delivery of large macromolecules (2000 kDa) to the cell interior. However, many fundamental questions remain about this cell behavior, including the range of deformation time scales that result in cell volume loss and the physiological effects experienced by the cell. In this study, a relationship is established between cell viscoelastic properties and the inertial forces imposed on the cell that serves as a predictor of cell volume loss across human cell types. It is determined that cells maintain nuclear envelope integrity and demonstrate low protein loss after the volume exchange process. These results define a highly controlled cell volume exchange mechanism for intracellular delivery of large macromolecules that maintains cell viability and function for invaluable downstream research and clinical applications.
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Affiliation(s)
- Anna Liu
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive, Atlanta, GA, 30332-0535, USA
| | - Tong Yu
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive, Atlanta, GA, 30332-0535, USA
| | - Katherine Young
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive, Atlanta, GA, 30332-0535, USA
| | - Nicholas Stone
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, 801 Ferst Drive, Atlanta, GA, 30332-0405, USA
| | - Srinivas Hanasoge
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, 801 Ferst Drive, Atlanta, GA, 30332-0405, USA
| | - Tyler J. Kirby
- Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, 14853, USA
- Weill Institute for Cell and Molecular Biology, Cornell University, Ithaca, NY, 14853, USA
| | - Vikram Varadarajan
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive, Atlanta, GA, 30332-0535, USA
| | - Nicholas Colonna
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive, Atlanta, GA, 30332-0535, USA
| | - Janet Liu
- Aragon High School, 900 Alameda de las Pulgas, San Mateo, CA, 94402, USA
| | - Abhishek Raj
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, 801 Ferst Drive, Atlanta, GA, 30332-0405, USA
| | - Jan Lammerding
- Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, 14853, USA
- Weill Institute for Cell and Molecular Biology, Cornell University, Ithaca, NY, 14853, USA
| | - Alexander Alexeev
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, 801 Ferst Drive, Atlanta, GA, 30332-0405, USA
| | - Todd Sulchek
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, 801 Ferst Drive, Atlanta, GA, 30332-0405, USA
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23
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Ouyang D, Li Y, He W, Lin W, Hu L, Wang C, Xu L, Park J, You L. Mechanical segregation and capturing of clonal circulating plasma cells in multiple myeloma using micropillar-integrated microfluidic device. BIOMICROFLUIDICS 2019; 13:064114. [PMID: 31768200 PMCID: PMC6863761 DOI: 10.1063/1.5112050] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2019] [Revised: 11/26/2019] [Accepted: 10/08/2019] [Indexed: 06/10/2023]
Abstract
Multiple myeloma (MM), the disorder of plasma cells, is the second most common type of hematological cancer and is responsible for approximately 20% of deaths from hematological malignancies. The current gold standard for MM diagnosis includes invasive bone marrow aspiration. However, it lacks the sensitivity to detect minimal residual disease, and the nonuniform distribution of clonal plasma cells (CPCs) within bone marrow also often results in inaccurate reporting. Serum and urine assessment of monoclonal proteins, such as Kappa light chains, is another commonly used approach for MM diagnosis. Although it is noninvasive, the level of paraprotein elevation is still too low for detecting minimal residual disease and nonsecretive MM. Circulating CPCs (cCPCs) have been reported to be present in the peripheral blood of MM patients, and high levels of cCPCs were shown to correlate with poor survival. This suggests a potential noninvasive approach for MM disease progress monitoring and prognosis. In this study, we developed a mechanical property-based microfluidic platform to capture cCPCs. Using human myeloma cancer cell lines spiked in healthy donor blood, the microfluidic platform demonstrates high enrichment ratio (>500) and sufficient capture efficiency (40%-55%). Patient samples were also assessed to investigate the diagnostic potential of cCPCs for MM by correlating with the levels of Kappa light chains in patients.
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Affiliation(s)
- Dongfang Ouyang
- Department of Mechanical and Industrial Engineering, University of Toronto, Toronto, Ontario M5S 3G8, Canada
| | - Yonghua Li
- Department of Hematology, General Hospital of Southern Theater Command, PLA, Guangzhou 510010, China
| | - Wenqi He
- Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen 518055, China
| | - Weicong Lin
- Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen 518055, China
| | - Lina Hu
- Department of Hematology, Shenzhen People's Hospital, Shenzhen 518020, China
| | - Chen Wang
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, Ontario M5G 1X5, Canada
| | - Liangcheng Xu
- Institute of Biomaterials & Biomedical Engineering, University of Toronto, Toronto, Ontario M5S 3G9, Canada
| | - Jaewon Park
- Authors to whom correspondence should be addressed:, Tel.: +1 416-978-5736 and , Tel.: +86 755-8801-8574
| | - Lidan You
- Authors to whom correspondence should be addressed:, Tel.: +1 416-978-5736 and , Tel.: +86 755-8801-8574
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24
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Integration of Hierarchical Micro-/Nanostructures in a Microfluidic Chip for Efficient and Selective Isolation of Rare Tumor Cells. MICROMACHINES 2019; 10:mi10100698. [PMID: 31615080 PMCID: PMC6843196 DOI: 10.3390/mi10100698] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/17/2019] [Revised: 10/09/2019] [Accepted: 10/11/2019] [Indexed: 12/31/2022]
Abstract
Circulating tumor cells (CTCs) are important clinical markers for both cancer early diagnosis and prognosis. Various techniques have been developed in the past decade to isolate and quantify these cells from the blood while microfluidic technology attracts significant attention due to better controlled microenvironment. When combined with advanced nanotechnologies, CTC isolation performance in microfluidic devices can be further improved. In this article, by extending the wavy-herringbone concept developed earlier in our team, we prepared a hierarchical microfluidic chip by introducing a uniform coating of nanoparticles with anti-epithelial cell adhesion molecule (EpCAM) on wavy microgrooves. This hierarchical structured platform not only maintains the capture purity of the wavy-herringbone structure but improves the capture efficiency thanks to the larger surface area to volume ratio brought by nanoparticles. Our results demonstrated a capture efficiency of almost 100% at a low shear rate of 60/s. Even at a higher shear rate of 400/s, the hierarchical micro/nanostructures demonstrated an enhancement of up to ~3-fold for capture efficiency (i.e., 70%) and ~1.5-fold for capture purity (i.e., 68%), compared to wavy-herringbone structures without nanoparticle coating. With these promising results, this hierarchical structured platform represents a technological advancement for CTC isolation and cancer care.
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25
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NAZ ISRA, MUHAMMAD NAZEER, YASMIN MUSSARAT, SHARIF MUHAMMAD, SHAH JAMALHUSSAIN, FERNANDES STEVENLAWRENCE. ROBUST DISCRIMINATION OF LEUKOCYTES PROTUBERANT TYPES FOR EARLY DIAGNOSIS OF LEUKEMIA. J MECH MED BIOL 2019. [DOI: 10.1142/s0219519419500556] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Advanced laboratory technology has made blood testing more automated, robust and tests are being implemented comprehensively. Leukocytes type differentiation is a critical hematological images analysis step of blood film as it delivers valuable information in diagnosis of several diseases. At present, the morphological examination of leukocytes is done manually and this process is very tedious, inefficient and slow. Although many white blood cells detection or classification techniques are presented by different researchers, there is still a need of fully automated and an efficient detection system of blood cells with its particular types for an early diagnosis of leukemia. This paper presents a technique for the classification of protuberant types of leukocytes and early diagnosis of leukemia. The work is divided into the following main stages: (a) image augmentation, (b) wavelet composition and decomposition for attaining high and low frequency bands of the cell image, (c) convolutional neural network (CNN) training model for the classification of leukocytes categories and (d) prediction of leukemia. The main intention behind this study is to develop an automated, robust and efficient classification and detection system of leukocytes for microscopic blood images.
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Affiliation(s)
- ISRA NAZ
- Department of Mathematics, COMSATS University Islamabad, Wah Campus, Pakistan
| | - NAZEER MUHAMMAD
- Department of Mathematics, COMSATS University Islamabad, Wah Campus, Pakistan
| | - MUSSARAT YASMIN
- Department of Mathematics, COMSATS University Islamabad, Wah Campus, Pakistan
| | - MUHAMMAD SHARIF
- Department of Mathematics, COMSATS University Islamabad, Wah Campus, Pakistan
| | - JAMAL HUSSAIN SHAH
- Department of Mathematics, COMSATS University Islamabad, Wah Campus, Pakistan
| | - STEVEN LAWRENCE FERNANDES
- Department of Electronics and Communication Engineering, Sahyadri College of Engineering & Management Mangaluru, India
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26
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Hymel SJ, Lan H, Fujioka H, Khismatullin DB. Cell trapping in Y-junction microchannels: A numerical study of the bifurcation angle effect in inertial microfluidics. PHYSICS OF FLUIDS (WOODBURY, N.Y. : 1994) 2019; 31:082003. [PMID: 31406457 PMCID: PMC6688893 DOI: 10.1063/1.5113516] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2019] [Accepted: 07/09/2019] [Indexed: 05/31/2023]
Abstract
The majority of microfluidic technologies for cell sorting and isolation involve bifurcating (e.g., Y- or T-shaped junction) microchannels to trap the cells of a specific type. However, the microfluidic trapping efficiency remains low, independently of whether the cells are separated by a passive or an active sorting method. Using a custom computational algorithm, we studied the migration of separated deformable cells in a Y-junction microchannel, with a bifurcation angle ranging from 30° to 180°. Single or two cells of initially spherical shape were considered under flow conditions corresponding to inertial microfluidics. Through the numerical simulation, we identified the effects of cell size, cytoplasmic viscoelasticity, cortical tension, flow rate, and bifurcation angle on the critical separation distance for cell trapping. The results of this study show that the trapping and isolation of blood cells, and circulating tumor cells in a Y-junction microchannel was most efficient and least dependent on the flow rate at the bifurcation angle of 120°. At this angle, the trapping efficiency for white blood cells and circulating tumor cells increased, respectively, by 46% and 43%, in comparison with the trapping efficiency at 60°. The efficiency to isolate invasive tumor cells from noninvasive ones increased by 32%. This numerical study provides important design criteria to optimize microfluidic technology for deformability-based cell sorting and isolation.
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Affiliation(s)
| | - Hongzhi Lan
- Department of Pediatrics, Stanford University, Stanford, California 94305, USA
| | - Hideki Fujioka
- Center for Computational Science, Tulane University, New Orleans, Louisiana 70118, USA
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27
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Wang K, Xue Y, Peng Y, Pang X, Zhang Y, Ruiz-Ortega LI, Tian Y, Ngan AHW, Tang B. Elastic modulus and migration capability of drug treated leukemia cells K562. Biochem Biophys Res Commun 2019; 516:177-182. [PMID: 31204049 DOI: 10.1016/j.bbrc.2019.06.024] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Accepted: 06/05/2019] [Indexed: 01/25/2023]
Abstract
Leukemia is a commonly seen disease caused by abnormal differentiation of hematopoietic stem cells and blasting in bone marrow. Despite drugs are used to treat the disease clinically, the influence of these drugs on leukemia cells' biomechanical properties, which are closely related to complications like leukostasis or infiltration, is still unclear. Due to non-adherent and viscoelastic nature of leukemia cells, accurate measurement of their elastic modulus is still a challenging issue. In this study, we adopted rate-jump method together with optical tweezers indentation to accurately measure elastic modulus of leukemia cells K562 after phorbol 12-myristate 13-acetate (PMA), all-trans retinoic acid (ATRA), Cytoxan (CTX), and Dexamethasone (DEX) treatment, respectively. We found that compared to control sample, K562 cells treated by PMA showed nearly a threefold increase in elastic modulus. Transwell experiment results suggested that the K562 cells treated with PMA have the lowest migration capability. Besides, it was shown that the cytoskeleton protein gene α-tubulin and vimentin have a significant increase in expression after PMA treatment by qPCR. The results indicate that PMA has a significant influence on protein expression, stiffness, and migration ability of the leukemia cell K562, and may also play an important role in the leukostasis in leukemia.
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Affiliation(s)
- Kui Wang
- Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, 518055, PR China; Department of Mechanical Engineering, University of Hong Kong, Hong Kong, PR China
| | - Yuntian Xue
- Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, 518055, PR China
| | - Ying Peng
- Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, 518055, PR China
| | - Xiangchao Pang
- College of Materials Science and Engineering, Central South University of Forestry and Technology, Changsha, 410004, PR China
| | - Yuanjun Zhang
- Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, 518055, PR China
| | - L I Ruiz-Ortega
- Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, 518055, PR China
| | - Ye Tian
- Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, 518055, PR China
| | - A H W Ngan
- Department of Mechanical Engineering, University of Hong Kong, Hong Kong, PR China
| | - Bin Tang
- Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, 518055, PR China; Guangdong Provincial Key Laboratory of Cell Microenvironment and Disease Research, Shenzhen Key Laboratory of Cell Microenvironment, PR China.
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28
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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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29
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Fan L, Zhu X, Yan Q, Zhe J, Zhao L. A passive microfluidic device for continuous microparticle enrichment. Electrophoresis 2018; 40:1000-1009. [DOI: 10.1002/elps.201800454] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2018] [Revised: 11/13/2018] [Accepted: 11/22/2018] [Indexed: 12/18/2022]
Affiliation(s)
- Liang‐Liang Fan
- School of Food Equipment Engineering and Science Xi'an Jiaotong University Xi'an Shaanxi P. R. China
- School of Mechanical Engineering Xi'an Jiaotong University Xi'an Shaanxi P. R. China
- State Key Laboratory of Multiphase Flow in Power Engineering Xi'an Jiaotong University Xi'an Shaanxi P. R. China
| | - Xiao‐Liang Zhu
- Department of Mechanical Engineering University of Akron Akron OH USA
| | - Qing Yan
- State Key Laboratory of Multiphase Flow in Power Engineering Xi'an Jiaotong University Xi'an Shaanxi P. R. China
| | - Jiang Zhe
- Department of Mechanical Engineering University of Akron Akron OH USA
| | - Liang Zhao
- State Key Laboratory of Multiphase Flow in Power Engineering Xi'an Jiaotong University Xi'an Shaanxi P. R. China
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30
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Becton M, Averett RD, Wang X. Flow plate separation of cells based on elastic properties: a computational study. Biomech Model Mechanobiol 2018; 18:425-433. [PMID: 30417230 DOI: 10.1007/s10237-018-1093-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2018] [Accepted: 11/01/2018] [Indexed: 11/25/2022]
Abstract
Medical studies have consistently shown that the best defense against cancer is early detection. Due to this, many efforts have been made to develop methods of screening patient blood quickly and cheaply. These methods range from separation via differences in size, electrostatic potential, chemical potential, antibody-binding affinity, among others. We propose a method of separating cells which have similar size and outer coatings, but which differ in their elastic properties. Such a method would be useful in detecting cancerous cells, which may have similar properties to leukocytes or erythrocytes but differ in their stiffness and deformation response. Here, we use coarse-grained model of a cell with membrane, cytoskeleton, and inner fluid to determine how small changes in the cell stiffness may be used to quickly and efficiently separate out irregular cells such as circulating tumor cells from a sample of blood. We focus specifically on the effects of volumetric flux and plate geometry on the ability of a separation plate to differentiate cells of similar but disparate stiffnesses. We show that volumetric flux is crucial in determining the stiffness cutoff for separating out cells of similar sizes, while the angle of the separation plate plays a less important role. With this work, we provide a comprehensive approach to the design factors of cell separation via elastic properties and hope to offer a guideline for the development of novel cytometry devices for the detection of irregular cells such as circulating tumor cells.
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Affiliation(s)
- Matthew Becton
- College of Engineering, University of Georgia, Athens, GA, 30602, USA
| | - Rodney D Averett
- College of Engineering, University of Georgia, Athens, GA, 30602, USA
| | - Xianqiao Wang
- College of Engineering, University of Georgia, Athens, GA, 30602, USA.
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31
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Liu A, Islam M, Stone N, Varadarajan V, Jeong J, Bowie S, Qiu P, Waller EK, Alexeev A, Sulchek T. Microfluidic generation of transient cell volume exchange for convectively driven intracellular delivery of large macromolecules. MATERIALS TODAY (KIDLINGTON, ENGLAND) 2018; 21:703-712. [PMID: 30288138 PMCID: PMC6166476 DOI: 10.1016/j.mattod.2018.03.002] [Citation(s) in RCA: 46] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/14/2023]
Abstract
Efficient intracellular delivery of target macromolecules remains a major obstacle in cell engineering and other biomedical applications. We discovered a unique cell biophysical phenomenon of transient cell volume exchange by using microfluidics to rapidly and repeatedly compress cells. This behavior consists of brief, mechanically induced cell volume loss followed by rapid volume recovery. We harness this behavior for high-throughput, convective intracellular delivery of large polysaccharides (2000 kDa), particles (100 nm), and plasmids while maintaining high cell viability. Successful proof of concept experiments in transfection and intracellular labeling demonstrated potential to overcome the most prohibitive challenges in intracellular delivery for cell engineering.
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Affiliation(s)
- Anna Liu
- Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
| | - Muhymin Islam
- School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
| | - Nicholas Stone
- School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
| | - Vikram Varadarajan
- Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
| | - Jenny Jeong
- Department of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
| | - Sam Bowie
- School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
| | - Peng Qiu
- Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
| | - Edmund K Waller
- Department of Hematology and Medical Oncology, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Alexander Alexeev
- School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
| | - Todd Sulchek
- Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
- School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
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32
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Teng Y, Zhu K, Xiong C, Huang J. Electrodeformation-Based Biomechanical Chip for Quantifying Global Viscoelasticity of Cancer Cells Regulated by Cell Cycle. Anal Chem 2018; 90:8370-8378. [DOI: 10.1021/acs.analchem.8b00584] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
| | - Kui Zhu
- Beijing Advanced Innovation Center for Food Nutrition and Human Health, College of Veterinary Medicine, China Agricultural University, Beijing 100193, China
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33
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Shrirao AB, Fritz Z, Novik EM, Yarmush GM, Schloss RS, Zahn JD, Yarmush ML. Microfluidic flow cytometry: The role of microfabrication methodologies, performance and functional specification. TECHNOLOGY 2018; 6:1-23. [PMID: 29682599 PMCID: PMC5907470 DOI: 10.1142/s2339547818300019] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
Flow cytometry is an invaluable tool utilized in modern biomedical research and clinical applications requiring high throughput, high resolution particle analysis for cytometric characterization and/or sorting of cells and particles as well as for analyzing results from immunocytometric assays. In recent years, research has focused on developing microfluidic flow cytometers with the motivation of creating smaller, less expensive, simpler, and more autonomous alternatives to conventional flow cytometers. These devices could ideally be highly portable, easy to operate without extensive user training, and utilized for research purposes and/or point-of-care diagnostics especially in limited resource facilities or locations requiring on-site analyses. However, designing a device that fulfills the criteria of high throughput analysis, automation and portability, while not sacrificing performance is not a trivial matter. This review intends to present the current state of the field and provide considerations for further improvement by focusing on the key design components of microfluidic flow cytometers. The recent innovations in particle focusing and detection strategies are detailed and compared. This review outlines performance matrix parameters of flow cytometers that are interdependent with each other, suggesting trade offs in selection based on the requirements of the applications. The ongoing contribution of microfluidics demonstrates that it is a viable technology to advance the current state of flow cytometry and develop automated, easy to operate and cost-effective flow cytometers.
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Affiliation(s)
- Anil B Shrirao
- Department of Biomedical Engineering, Rutgers University, 599, Taylor Road, Piscataway, NJ 08854
| | - Zachary Fritz
- Department of Biomedical Engineering, Rutgers University, 599, Taylor Road, Piscataway, NJ 08854
| | - Eric M Novik
- Hurel Corporation, 671, Suite B, U.S. Highway 1, North Brunswick, NJ 08902
| | - Gabriel M Yarmush
- Department of Biomedical Engineering, Rutgers University, 599, Taylor Road, Piscataway, NJ 08854
| | - Rene S Schloss
- Department of Biomedical Engineering, Rutgers University, 599, Taylor Road, Piscataway, NJ 08854
| | - Jeffrey D Zahn
- Department of Biomedical Engineering, Rutgers University, 599, Taylor Road, Piscataway, NJ 08854
| | - Martin L Yarmush
- Department of Biomedical Engineering, Rutgers University, 599, Taylor Road, Piscataway, NJ 08854
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34
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Microfluidic cell sorting by stiffness to examine heterogenic responses of cancer cells to chemotherapy. Cell Death Dis 2018; 9:239. [PMID: 29445159 PMCID: PMC5833447 DOI: 10.1038/s41419-018-0266-x] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2017] [Revised: 12/13/2017] [Accepted: 12/18/2017] [Indexed: 12/11/2022]
Abstract
Cancers consist of a heterogeneous populations of cells that may respond differently to treatment through drug-resistant sub-populations. The scarcity of these resistant sub-populations makes it challenging to understand how to counter their resistance. We report a label-free microfluidic approach to separate cancer cells treated with chemotherapy into sub-populations enriched in chemoresistant and chemosensitive cells based on the differences in cellular stiffness. The sorting approach enabled analysis of the molecular distinctions between resistant and sensitive cells. Consequently, the role of multiple mechanisms of drug resistance was identified, including decreased sensitivity to apoptosis, enhanced metabolism, and extrusion of drugs, and, for the first time, the role of estrogen receptor in drug resistance of leukemia cells. To validate these findings, several inhibitors for the identified resistance pathways were tested with chemotherapy to increase cytotoxicity sevenfold. Thus, microfluidic sorting can identify molecular mechanisms of drug resistance to examine heterogeneous responses of cancers to therapies.
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35
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Jeong J, Frohberg NJ, Zhou E, Sulchek T, Qiu P. Accurately tracking single-cell movement trajectories in microfluidic cell sorting devices. PLoS One 2018; 13:e0192463. [PMID: 29414993 PMCID: PMC5802930 DOI: 10.1371/journal.pone.0192463] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2017] [Accepted: 01/23/2018] [Indexed: 01/08/2023] Open
Abstract
Microfluidics are routinely used to study cellular properties, including the efficient quantification of single-cell biomechanics and label-free cell sorting based on the biomechanical properties, such as elasticity, viscosity, stiffness, and adhesion. Both quantification and sorting applications require optimal design of the microfluidic devices and mathematical modeling of the interactions between cells, fluid, and the channel of the device. As a first step toward building such a mathematical model, we collected video recordings of cells moving through a ridged microfluidic channel designed to compress and redirect cells according to cell biomechanics. We developed an efficient algorithm that automatically and accurately tracked the cell trajectories in the recordings. We tested the algorithm on recordings of cells with different stiffness, and showed the correlation between cell stiffness and the tracked trajectories. Moreover, the tracking algorithm successfully picked up subtle differences of cell motion when passing through consecutive ridges. The algorithm for accurately tracking cell trajectories paves the way for future efforts of modeling the flow, forces, and dynamics of cell properties in microfluidics applications.
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Affiliation(s)
- Jenny Jeong
- Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, United States of America
- School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, Georgia, United States of America
| | - Nicholas J. Frohberg
- Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, United States of America
| | - Enlu Zhou
- School of Industrial and System Engineering, Georgia Institute of Technology, Atlanta, Georgia, United States of America
| | - Todd Sulchek
- School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, United States of America
| | - Peng Qiu
- Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, United States of America
- * E-mail:
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36
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Tasadduq B, Lam W, Alexeev A, Sarioglu AF, Sulchek T. Enhancing size based size separation through vertical focus microfluidics using secondary flow in a ridged microchannel. Sci Rep 2017; 7:17375. [PMID: 29234006 PMCID: PMC5727182 DOI: 10.1038/s41598-017-17388-w] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2017] [Accepted: 11/22/2017] [Indexed: 11/18/2022] Open
Abstract
High throughput size based separation and sorting of bioparticles and cells is critical to a variety of biomedical processing steps for medical diagnostics and pharmaceutical purification. Improving microfluidic size-based particle/cell sorting is a challenge to better address the need for generating more homogeneous subpopulations for study and use. We propose a novel advance to microfluidic sorting devices that uses three-dimensional focusing of the sample to optimally position particles to amplify the size-dependent differences in trajectories caused by differential secondary flows. The result is an increase in the purity of small particles by 35- fold and large particles by 8-fold in comparison to unfocused flow. Our simulated and experimental data reveal for the first time that positioning particles in three-dimensional space can be used to better leverage the differential lateral movement of particles with different sizes as they flow in microchannel with transverse secondary flows. The focusing approach may also be useful to improve positioning of particles with inertial channels with multiple equilibrium positions. This technique performs continuous-flow, high throughput size based sorting of millions of particles and cells in a minute without any pre and post-processing. We have also demonstrated improved enrichment and recovery of white blood cells from human blood.
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Affiliation(s)
- Bushra Tasadduq
- School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA.,NED University of Engineering & Technology, Karachi, Pakistan
| | - Wilbur Lam
- Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, USA
| | - Alexander Alexeev
- Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, USA
| | - A Fatih Sarioglu
- School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA
| | - Todd Sulchek
- Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, USA. .,Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, USA.
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37
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Nyberg KD, Hu KH, Kleinman SH, Khismatullin DB, Butte MJ, Rowat AC. Quantitative Deformability Cytometry: Rapid, Calibrated Measurements of Cell Mechanical Properties. Biophys J 2017; 113:1574-1584. [PMID: 28978449 DOI: 10.1016/j.bpj.2017.06.073] [Citation(s) in RCA: 88] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2016] [Revised: 06/14/2017] [Accepted: 06/29/2017] [Indexed: 11/29/2022] Open
Abstract
Advances in methods that determine cell mechanical phenotype, or mechanotype, have demonstrated the utility of biophysical markers in clinical and research applications ranging from cancer diagnosis to stem cell enrichment. Here, we introduce quantitative deformability cytometry (q-DC), a method for rapid, calibrated, single-cell mechanotyping. We track changes in cell shape as cells deform into microfluidic constrictions, and we calibrate the mechanical stresses using gel beads. We observe that time-dependent strain follows power-law rheology, enabling single-cell measurements of apparent elastic modulus, Ea, and power-law exponent, β. To validate our method, we mechanotype human promyelocytic leukemia (HL-60) cells and thereby confirm q-DC measurements of Ea = 0.53 ± 0.04 kPa. We also demonstrate that q-DC is sensitive to pharmacological perturbations of the cytoskeleton as well as differences in the mechanotype of human breast cancer cell lines (Ea = 2.1 ± 0.1 and 0.80 ± 0.19 kPa for MCF-7 and MDA-MB-231 cells). To establish an operational framework for q-DC, we investigate the effects of applied stress and cell/pore-size ratio on mechanotype measurements. We show that Ea increases with applied stress, which is consistent with stress stiffening behavior of cells. We also find that Ea increases for larger cell/pore-size ratios, even when the same applied stress is maintained; these results indicate strain stiffening and/or dependence of mechanotype on deformation depth. Taken together, the calibrated measurements enabled by q-DC should advance applications of cell mechanotype in basic research and clinical settings.
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Affiliation(s)
- Kendra D Nyberg
- Department of Integrative Biology and Physiology, University of California, Los Angeles, California; Department of Bioengineering, University of California, Los Angeles, California
| | - Kenneth H Hu
- Department of Physics, Stanford University, Stanford, California
| | - Sara H Kleinman
- Department of Pediatrics, Stanford University, Stanford, California
| | | | - Manish J Butte
- Department of Pediatrics, University of California, Los Angeles, California; Department of Microbiology, Immunology, and Molecular Genetics, University of California, Los Angeles, California
| | - Amy C Rowat
- Department of Integrative Biology and Physiology, University of California, Los Angeles, California; Department of Bioengineering, University of California, Los Angeles, California; UCLA Jonsson Comprehensive Cancer Center, University of California, Los Angeles, California; Broad Stem Cell Research Center, University of California, Los Angeles, California; Center for Biological Physics, University of California, Los Angeles, California.
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38
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Tasadduq B, McFarland B, Islam M, Alexeev A, Fatih Sarioglu A, Sulchek T. Continuous Sorting of Cells Based on Differential P Selectin Glycoprotein Ligand Expression Using Molecular Adhesion. Anal Chem 2017; 89:11545-11551. [PMID: 28930450 PMCID: PMC6996645 DOI: 10.1021/acs.analchem.7b02878] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Cell surface molecular adhesions govern many important physiological processes and are used to identify cells for analysis and purifications. But most effective cell adhesion separation technologies use labels or long-term attachments in their application. While label-free separation microsystems typically separate cells by size, stiffness, and shape, they often do not provide sufficient specificity to cell type that can be obtained from molecular expression. We demonstrate a label-free microfluidic approach capable of high throughput separation of cells based upon surface molecule adhesion. Cells are flowed through a microchannel designed with angled ridges at the top of the channel and coated with adhesive ligands specific to target cell receptors. The ridges slightly compress passing cells such that adhesive contact can be made with sufficient surface area without unduly affecting cell trajectories because of cell stiffness. Thus, sorting is sensitive to cell adhesion but not to stiffness or cell size. The enforced interactions between the cells and the ridges ensure that a high flow rate can be used without lift forces quenching adhesion. As a proof of principle of the method, we separate both Jurkat and HL60 cell lines based on their differential expression of PSGL-1 ligand by using a ridged channel coated with P selectin. We demonstrate 26-fold and 3.8-fold enrichment of PSGL-1 positive and 4.4-fold and 3.2-fold enrichment of PSGL-1 negative Jurkat and HL60 cells, respectively. Increasing the number of outlets to five allows for greater resolution in PSGL-1 selection resulting in fractionation of a single cell type into subpopulations of cells with high, moderate, and low PSGL-1 expression. The cells can flow at a rate of up to 0.2 m/s, which corresponds to 0.045 million cells per minute at the designed geometry, which is over 2 orders of magnitude higher than previous adhesive-based sorting approaches. Because of the short interaction time of the cells with the adhesive surfaces, the sorting method does not further activate the cells due to molecular binding. Such an approach may find use in label-free selection of cells for a highly expressed molecular phenotype.
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Affiliation(s)
- Bushra Tasadduq
- The School of Electrical and Computer Engineering, Georgia Institute of Technology Atlanta, Georgia 30332, United States
- NED University of Engineering & Technology, Karachi Pakistan
| | - Brynn McFarland
- Department of Chemical and Biomolecular Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Muhymin Islam
- Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Alexander Alexeev
- Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - A. Fatih Sarioglu
- The School of Electrical and Computer Engineering, Georgia Institute of Technology Atlanta, Georgia 30332, United States
| | - Todd Sulchek
- Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
- Wallace H Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
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39
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Bongiorno T, Chojnowski JL, Lauderdale JD, Sulchek T. Cellular Stiffness as a Novel Stemness Marker in the Corneal Limbus. Biophys J 2017; 111:1761-1772. [PMID: 27760362 DOI: 10.1016/j.bpj.2016.09.005] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2016] [Revised: 08/24/2016] [Accepted: 09/02/2016] [Indexed: 10/20/2022] Open
Abstract
Healthy eyes contain a population of limbal stem cells (LSCs) that continuously renew the corneal epithelium. However, each year, 1 million Americans are afflicted with severely reduced visual acuity caused by corneal damage or disease, including LSC deficiency (LSCD). Recent advances in corneal transplant technology promise to repair the cornea by implanting healthy LSCs to encourage regeneration; however, success is limited to transplanted tissues that contain a sufficiently high percentage of LSCs. Attempts to screen limbal tissues for suitable implants using molecular stemness markers are confounded by the poorly understood signature of the LSC phenotype. For cells derived from the corneal limbus, we show that the performance of cell stiffness as a stemness indicator is on par with the performance of ΔNP63α, a common molecular marker. In combination with recent methods for sorting cells on a biophysical basis, the biomechanical stemness markers presented here may enable the rapid purification of LSCs from a heterogeneous population of corneal cells, thus potentially enabling clinicians and researchers to generate corneal transplants with sufficiently high fractions of LSCs, regardless of the LSC percentage in the donor tissue.
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Affiliation(s)
- Tom Bongiorno
- The G. W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia
| | - Jena L Chojnowski
- Department of Cellular Biology, University of Georgia, Athens, Georgia
| | | | - Todd Sulchek
- The G. W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia; The Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, Georgia.
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40
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Microfluidic Sorting of Cells by Viability Based on Differences in Cell Stiffness. Sci Rep 2017; 7:1997. [PMID: 28515450 PMCID: PMC5435733 DOI: 10.1038/s41598-017-01807-z] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2016] [Accepted: 04/03/2017] [Indexed: 12/11/2022] Open
Abstract
The enrichment of viable cells is an essential step to obtain effective products for cell therapy. While procedures exist to characterize the viability of cells, most methods to exclude nonviable cells require the use of density gradient centrifugation or antibody-based cell sorting with molecular labels of cell viability. We report a label-free microfluidic technique to separate live and dead cells that exploits differences in cellular stiffness. The device uses a channel with repeated ridges that are diagonal with respect to the direction of cell flow. Stiff nonviable cells directed through the channel are compressed and translated orthogonally to the channel length, while soft live cells follow hydrodynamic flow. As a proof of concept, Jurkat cells are enriched to high purity of viable cells by a factor of 185-fold. Cell stiffness was validated as a sorting parameter as nonviable cells were substantially stiffer than live cells. To highlight the utility for hematopoietic stem cell transplantation, frozen samples of cord blood were thawed and the purity of viable nucleated cells was increased from 65% to over 94% with a recovery of 73% of the viable cells. Thus, the microfluidic stiffness sorting can simply and efficiently obtain highly pure populations of viable cells.
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Lin J, Kim D, Tse HT, Tseng P, Peng L, Dhar M, Karumbayaram S, Di Carlo D. High-throughput physical phenotyping of cell differentiation. MICROSYSTEMS & NANOENGINEERING 2017; 3:17013. [PMID: 31057860 PMCID: PMC6445007 DOI: 10.1038/micronano.2017.13] [Citation(s) in RCA: 44] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/11/2016] [Revised: 11/23/2016] [Accepted: 12/21/2016] [Indexed: 05/08/2023]
Abstract
In this report, we present multiparameter deformability cytometry (m-DC), in which we explore a large set of parameters describing the physical phenotypes of pluripotent cells and their derivatives. m-DC utilizes microfluidic inertial focusing and hydrodynamic stretching of single cells in conjunction with high-speed video recording to realize high-throughput characterization of over 20 different cell motion and morphology-derived parameters. Parameters extracted from videos include size, deformability, deformation kinetics, and morphology. We train support vector machines that provide evidence that these additional physical measurements improve classification of induced pluripotent stem cells, mesenchymal stem cells, neural stem cells, and their derivatives compared to size and deformability alone. In addition, we utilize visual interactive stochastic neighbor embedding to visually map the high-dimensional physical phenotypic spaces occupied by these stem cells and their progeny and the pathways traversed during differentiation. This report demonstrates the potential of m-DC for improving understanding of physical differences that arise as cells differentiate and identifying cell subpopulations in a label-free manner. Ultimately, such approaches could broaden our understanding of subtle changes in cell phenotypes and their roles in human biology.
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Affiliation(s)
- Jonathan Lin
- Department of Bioengineering, University of California, Los Angeles, CA 90095, USA
| | - Donghyuk Kim
- Department of Bioengineering, University of California, Los Angeles, CA 90095, USA
| | - Henry T. Tse
- CytoVale Inc., 384 Oyster Point Boulevard #7 South, San Francisco, CA 94080, USA
| | - Peter Tseng
- Department of Biomedical Engineering, Tufts University, Medford, MA 02155, USA
| | - Lillian Peng
- Department of Bioengineering, University of California, Los Angeles, CA 90095, USA
| | - Manjima Dhar
- Department of Bioengineering, University of California, Los Angeles, CA 90095, USA
| | - Saravanan Karumbayaram
- Eli and Edythe Broad Center of Regenerative Medicine and Stem Cell Research, Los Angeles, CA 90095, USA
| | - Dino Di Carlo
- Department of Bioengineering, University of California, Los Angeles, CA 90095, USA
- California NanoSystems Institute, Los Angeles, CA 90095, USA
- Jonsson Comprehensive Cancer Center, Los Angeles, CA 90095, USA
- Department of Mechanical Engineering, University of California, Los Angeles, CA 90095, USA
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Wei F, Yang H, Liu L, Li G. A novel approach for extracting viscoelastic parameters of living cells through combination of inverse finite element simulation and Atomic Force Microscopy. Comput Methods Biomech Biomed Engin 2016; 20:373-384. [PMID: 27627026 DOI: 10.1080/10255842.2016.1233403] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Dynamic mechanical behaviour of living cells has been described by viscoelasticity. However, quantitation of the viscoelastic parameters for living cells is far from sophisticated. In this paper, combining inverse finite element (FE) simulation with Atomic Force Microscope characterization, we attempt to develop a new method to evaluate and acquire trustworthy viscoelastic index of living cells. First, influence of the experiment parameters on stress relaxation process is assessed using FE simulation. As suggested by the simulations, cell height has negligible impact on shape of the force-time curve, i.e. the characteristic relaxation time; and the effect originates from substrate can be totally eliminated when stiff substrate (Young's modulus larger than 3 GPa) is used. Then, so as to develop an effective optimization strategy for the inverse FE simulation, the parameters sensitivity evaluation is performed for Young's modulus, Poisson's ratio, and characteristic relaxation time. With the experiment data obtained through typical stress relaxation measurement, viscoelastic parameters are extracted through the inverse FE simulation by comparing the simulation results and experimental measurements. Finally, reliability of the acquired mechanical parameters is verified with different load experiments performed on the same cell.
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Affiliation(s)
- Fanan Wei
- a State Key Laboratory of Robotics, Shenyang Institute of Automation , Chinese Academy of Sciences , Shenyang , China.,b University of Chinese Academy of Sciences , Beijing , China
| | - Haitao Yang
- c Department of Electrical and Computer Engineering , University of Pittsburgh , Pittsburgh , PA , USA
| | - Lianqing Liu
- a State Key Laboratory of Robotics, Shenyang Institute of Automation , Chinese Academy of Sciences , Shenyang , China.,b University of Chinese Academy of Sciences , Beijing , China
| | - Guangyong Li
- c Department of Electrical and Computer Engineering , University of Pittsburgh , Pittsburgh , PA , USA
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Lee LM, Lee JW, Chase D, Gebrezgiabhier D, Liu AP. Development of an advanced microfluidic micropipette aspiration device for single cell mechanics studies. BIOMICROFLUIDICS 2016; 10:054105. [PMID: 27703591 PMCID: PMC5035296 DOI: 10.1063/1.4962968] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2016] [Accepted: 09/05/2016] [Indexed: 05/26/2023]
Abstract
Various micro-engineered tools or platforms have been developed recently for cell mechanics studies based on acoustic, magnetic, and optical actuations. Compared with other techniques for single cell manipulations, microfluidics has the advantages with simple working principles and device implementations. In this work, we develop a multi-layer microfluidic pipette aspiration device integrated with pneumatically actuated microfluidic control valves. This configuration enables decoupling of cell trapping and aspiration, and hence causes less mechanical perturbation on trapped single cells before aspiration. A high trapping efficiency is achieved by the microfluidic channel design based on fluid resistance model and deterministic microfluidics. Compared to conventional micropipette aspiration, the suction pressure applied on the aspirating cells is highly stable due to the viscous nature of low Reynolds number flow. As a proof-of-concept of this novel microfluidic technology, we built a microfluidic pipette aspiration device with 2 × 13 trapping arrays and used this device to measure the stiffness of a human breast cancer cell line, MDA-MB-231, through the observation of cell deformations during aspiration. As a comparison, we studied the effect of Taxol, a FDA-approved anticancer drug on single cancer cell stiffness. We found that cancer cells treated with Taxol were less deformable with a higher Young's modulus. The multi-layer microfluidic pipette aspiration device is a scalable technology for single cell mechanophenotyping studies and drug discovery applications.
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Affiliation(s)
- Lap Man Lee
- Department of Mechanical Engineering, University of Michigan , Ann Arbor, Michigan 48109, USA
| | - Jin Woo Lee
- Department of Mechanical Engineering, University of Michigan , Ann Arbor, Michigan 48109, USA
| | - Danielle Chase
- Department of Mechanical Engineering, University of Minnesota , Twin Cities, Minnesota 55455, USA
| | - Daniel Gebrezgiabhier
- Department of Biomedical Engineering, University of Michigan , Ann Arbor, Michigan 48109, USA
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Cermeño EA, García AJ. Tumor-Initiating Cells: Emerging Biophysical Methods of Isolation. CURRENT STEM CELL REPORTS 2016; 2:21-32. [PMID: 27141429 PMCID: PMC4851112 DOI: 10.1007/s40778-016-0036-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
The discovery and subsequent isolation of tumor-initiating cells (TICs), a small population of highly tumorigenic and drug-resistant cancer cells also called cancer stem cells (CSCs), have revolutionized our understanding of cancer. TICs are isolated using various methodologies, including selection of surface marker expression, ALDH activity, suspension culture, and chemotherapy/drug resistance. These methods have several drawbacks, including their variability, lack of robustness and scalability, and low specificity. Alternative methods of purification take advantage of biophysical properties of TICs including their adhesion and stiffness. This review will provide a brief overview of TIC biology as well as review the most important methods of TIC isolation with a focus on biophysical methods of TIC purification.
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Affiliation(s)
- Efraín A. Cermeño
- Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA
- Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA
| | - Andrés J. García
- Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA
- Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA
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Affiliation(s)
- Sanjin Hosic
- Department of Chemical Engineering, Northeastern University, Boston, MA, USA
| | - Shashi K. Murthy
- Department of Chemical Engineering, Northeastern University, Boston, MA, USA
- Barnett Institute of Chemical and Biological Analysis, Northeastern University, Boston, MA, USA
| | - Abigail N. Koppes
- Department of Chemical Engineering, Northeastern University, Boston, MA, USA
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Wang G, Turbyfield C, Crawford K, Alexeev A, Sulchek T. Cellular enrichment through microfluidic fractionation based on cell biomechanical properties. MICROFLUIDICS AND NANOFLUIDICS 2015; 19:987-993. [PMID: 28316561 PMCID: PMC5354170 DOI: 10.1007/s10404-015-1608-y] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
The biomechanical properties of populations of diseased cells are shown to have differences from healthy populations of cells, yet the overlap of these biomechanical properties can limit their use in disease cell enrichment and detection. We report a new microfluidic cell enrichment technology that continuously fractionates cells through differences in biomechanical properties, resulting in highly pure cellular subpopulations. Cell fractionation is achieved in a microfluidic channel with an array of diagonal ridges that are designed to segregate biomechanically distinct cells to different locations in the channel. Due to the imposition of elastic and viscous forces during cellular compression, which are a function of cell biomechanical properties including size and viscoelasticity, larger, stiffer and less viscos cells migrate parallel to the diagonal ridges and exhibit positive lateral displacement. On the other hand, smaller, softer and more viscous cells migrate perpendicular to the diagonal ridges due to circulatory flow induced by the ridges and result in negative lateral displacement. Multiple outlets are then utilized to collect cells with finer gradation of differences in cell biomechanical properties. The result is that cell fractionation dramatically improves cell separation efficiency compared to binary outputs and enables the measurement of subtle biomechanical differences within a single cell type. As a proof-of-concept demonstration, we mix two different leukemia cell lines (K562 and HL60) and utilize cell fractionation to achieve over 45-fold enhancement of cell populations, with high purity cellular enrichment (90% to 99%) of each cell line. In addition, we demonstrate cell fractionation of a single cell type (K562 cells) into subpopulations and characterize the variations of biomechanical properties of the separated cells with atomic force microscopy. These results will be beneficial to obtaining label-free separation of cellular mixtures, or to better investigate the origins of biomechanical differences in a single cell type.
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Affiliation(s)
- Gonghao Wang
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, 801 Ferst Drive, Atlanta, GA, 30332-0405, USA
| | - Cory Turbyfield
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive, Atlanta, GA, 30332-0535, USA
| | - Kaci Crawford
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive, Atlanta, GA, 30332-0535, USA
| | - Alexander Alexeev
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, 801 Ferst Drive, Atlanta, GA, 30332-0405, USA
| | - Todd Sulchek
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, 801 Ferst Drive, Atlanta, GA, 30332-0405, USA; Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive, Atlanta, GA, 30332-0535, USA
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