1
|
Wang L, Qian G, Wang K, Wu Z, Yan H, Shi L, Zhou T. High-throughput microalgae sorting based on the deterministic lateral displacement technique. J Chromatogr A 2024; 1730:465126. [PMID: 38968661 DOI: 10.1016/j.chroma.2024.465126] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2024] [Revised: 06/26/2024] [Accepted: 06/27/2024] [Indexed: 07/07/2024]
Abstract
Microalgae are a group of photosynthetic organisms that can grow autotrophically, performing photosynthesis to synthesize abundant organic compounds and release oxygen. They are rich in nutritional components and chemical precursors, presenting wide-ranging application prospects. However, potential contamination by foreign strains or bacteria can compromise their analytical applications. Therefore, the obtaining of pure algal strains is crucial for the subsequent analysis and application of microalgae. This study designed a deterministic lateral displacement (DLD) chip with dual input and dual outlet of equal width for the separation of Haematococcus pluvialis and Chlorella vulgaris. Optimal separation parameters were determined through a series of experiments, resulting in a purity of 99.80 % for Chlorella vulgaris and 94.58 % for Haematococcus pluvialis, with recovery rates maintained above 90 %, demonstrating high efficiency. This study provides a reliable foundation for future research and applications of microalgae, which holds considerable significance for the subsequent analysis and utilization of microalgae.
Collapse
Affiliation(s)
- Long Wang
- School of Mechanical and Electrical Engineering, Hainan University, Haikou, Hainan, PR China
| | - Guibiao Qian
- School of Mechanical and Electrical Engineering, Hainan University, Haikou, Hainan, PR China
| | - Kun Wang
- School of Mechanical and Electrical Engineering, Hainan University, Haikou, Hainan, PR China
| | - Zhihao Wu
- School of Mechanical and Electrical Engineering, Hainan University, Haikou, Hainan, PR China; School of Information and Communication Engineering, Hainan University, Haikou, Hainan, PR China
| | - Hong Yan
- School of Mechanical and Electrical Engineering, Hainan University, Haikou, Hainan, PR China
| | - Liuyong Shi
- School of Mechanical and Electrical Engineering, Hainan University, Haikou, Hainan, PR China
| | - Teng Zhou
- School of Mechanical and Electrical Engineering, Hainan University, Haikou, Hainan, PR China.
| |
Collapse
|
2
|
Aghajanloo B, Hadady H, Ejeian F, Inglis DW, Hughes MP, Tehrani AF, Nasr-Esfahani MH. Biomechanics of circulating cellular and subcellular bioparticles: beyond separation. Cell Commun Signal 2024; 22:331. [PMID: 38886776 PMCID: PMC11181607 DOI: 10.1186/s12964-024-01707-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Accepted: 06/07/2024] [Indexed: 06/20/2024] Open
Abstract
Biomechanical attributes have emerged as novel markers, providing a reliable means to characterize cellular and subcellular fractions. Numerous studies have identified correlations between these factors and patients' medical status. However, the absence of a thorough overview impedes their applicability in contemporary state-of-the-art therapeutic strategies. In this context, we provide a comprehensive analysis of the dimensions, configuration, rigidity, density, and electrical characteristics of normal and abnormal circulating cells. Subsequently, the discussion broadens to encompass subcellular bioparticles, such as extracellular vesicles (EVs) enriched either from blood cells or other tissues. Notably, cell sizes vary significantly, from 2 μm for platelets to 25 μm for circulating tumor cells (CTCs), enabling the development of size-based separation techniques, such as microfiltration, for specific diagnostic and therapeutic applications. Although cellular density is relatively constant among different circulating bioparticles, it allows for reliable density gradient centrifugation to isolate cells without altering their native state. Additionally, variations in EV surface charges (-6.3 to -45 mV) offer opportunities for electrophoretic and electrostatic separation methods. The distinctive mechanical properties of abnormal cells, compared to their normal counterparts, present an exceptional opportunity for diverse medical and biotechnological approaches. This review also aims to provide a holistic view of the current understanding of popular techniques in this domain that transcend conventional boundaries, focusing on early harvesting of malignant cells from body fluids, designing effective therapeutic options, cell targeting, and resonating with tissue and genetic engineering principles.
Collapse
Affiliation(s)
- Behrouz Aghajanloo
- Department of Mechanical Engineering, Isfahan University of Technology, Isfahan, Iran
- Department of Animal Biotechnology, Cell Science Research Center, Royan Institute for Biotechnology, ACECR, Isfahan, Iran
- Department of Science, Research and Technology (DISAT), Politecnico di Torino, Turin, Italy
- School of Engineering, Faculty of Science and Engineering, Macquarie University, Sydney, NSW, 2109, Australia
| | - Hanieh Hadady
- Department of Animal Biotechnology, Cell Science Research Center, Royan Institute for Biotechnology, ACECR, Isfahan, Iran
| | - Fatemeh Ejeian
- Department of Animal Biotechnology, Cell Science Research Center, Royan Institute for Biotechnology, ACECR, Isfahan, Iran.
| | - David W Inglis
- School of Engineering, Faculty of Science and Engineering, Macquarie University, Sydney, NSW, 2109, Australia
| | - Michael Pycraft Hughes
- Department of Biomedical Engineering, Khalifa University, Abu Dhabi, United Arab Emirates
| | | | - Mohammad Hossein Nasr-Esfahani
- Department of Animal Biotechnology, Cell Science Research Center, Royan Institute for Biotechnology, ACECR, Isfahan, Iran
| |
Collapse
|
3
|
Mortelmans T, Marty B, Kazazis D, Padeste C, Li X, Ekinci Y. Three-Dimensional Microfluidic Capillary Device for Rapid and Multiplexed Immunoassays in Whole Blood. ACS Sens 2024; 9:2455-2464. [PMID: 38687557 PMCID: PMC11129352 DOI: 10.1021/acssensors.4c00153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2024] [Revised: 04/11/2024] [Accepted: 04/16/2024] [Indexed: 05/02/2024]
Abstract
In this study, we demonstrate whole blood immunoassays using a microfluidic device optimized for conducting rapid and multiplexed fluorescence-linked immunoassays. The device is capable of handling whole blood samples without any preparatory treatment. The three-dimensional channels in poly(methyl methacrylate) are designed to passively load bodily fluids and, due to their linearly tapered profile, facilitate size-dependent immobilization of biofunctionalized particles. The channel geometry is optimized to allow for the unimpeded flow of cellular constituents such as red blood cells (RBCs). Additionally, to make the device easier to operate, the biofunctionalized particles are pretrapped in a first step, and the channel is dried under vacuum, after which it can be loaded with the biological sample. This novel approach and design eliminated the need for traditionally laborious steps such as filtering, incubation, and washing steps, thereby substantially simplifying the immunoassay procedures. Moreover, by leveraging the shallow device dimensions, we show that sample loading to read-out is possible within 5 min. Our results also show that the presence of RBCs does not compromise the sensitivity of the assays when compared to those performed in a pure buffer solution. This highlights the practical adaptability of the device for simple and rapid whole-blood assays. Lastly, we demonstrate the device's multiplexing capability by pretrapping particles of different sizes, each functionalized with a different antigen, thus enabling the performance of multiplexed on-chip whole-blood immunoassays, showcasing the device's versatility and effectiveness toward low-cost, simple, and multiplexed sensing of biomarkers and pathogens directly in whole blood.
Collapse
Affiliation(s)
- Thomas Mortelmans
- Laboratory for X-ray Nanoscience and Technologies, 5232 Villigen, Switzerland
- Swiss Nanoscience Institute, University of Basel, 4056 Basel, Switzerland
| | - Balz Marty
- Laboratory for X-ray Nanoscience and Technologies, 5232 Villigen, Switzerland
| | - Dimitrios Kazazis
- Laboratory for X-ray Nanoscience and Technologies, 5232 Villigen, Switzerland
| | - Celestino Padeste
- Laboratory of Nanoscale Biology, Paul Scherrer Institute, 5232 Villigen, Switzerland
| | - Xiaodan Li
- Laboratory of Biomolecular Research, Paul Scherrer Institute, 5232 Villigen, Switzerland
| | - Yasin Ekinci
- Laboratory for X-ray Nanoscience and Technologies, 5232 Villigen, Switzerland
| |
Collapse
|
4
|
Jackson CE, Green NH, English WR, Claeyssens F. The use of microphysiological systems to model metastatic cancer. Biofabrication 2024; 16:032002. [PMID: 38579739 DOI: 10.1088/1758-5090/ad3b70] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Accepted: 04/05/2024] [Indexed: 04/07/2024]
Abstract
Cancer is one of the leading causes of death in the 21st century, with metastasis of cancer attributing to 90% of cancer-related deaths. Therefore, to improve patient outcomes there is a need for better preclinical models to increase the success of translating oncological therapies into the clinic. Current traditional staticin vitromodels lack a perfusable network which is critical to overcome the diffusional mass transfer limit to provide a mechanism for the exchange of essential nutrients and waste removal, and increase their physiological relevance. Furthermore, these models typically lack cellular heterogeneity and key components of the immune system and tumour microenvironment. This review explores rapidly developing strategies utilising perfusable microphysiological systems (MPS) for investigating cancer cell metastasis. In this review we initially outline the mechanisms of cancer metastasis, highlighting key steps and identifying the current gaps in our understanding of the metastatic cascade, exploring MPS focused on investigating the individual steps of the metastatic cascade before detailing the latest MPS which can investigate multiple components of the cascade. This review then focuses on the factors which can affect the performance of an MPS designed for cancer applications with a final discussion summarising the challenges and future directions for the use of MPS for cancer models.
Collapse
Affiliation(s)
- Caitlin E Jackson
- Materials Science and Engineering, The Kroto Research Institute, University of Sheffield, Sheffield S3 7HQ, United Kingdom
- Insigneo Institute for In Silico Medicine, The Pam Liversidge Building, University of Sheffield, Sheffield S1 3JD, United Kingdom
| | - Nicola H Green
- Materials Science and Engineering, The Kroto Research Institute, University of Sheffield, Sheffield S3 7HQ, United Kingdom
- Insigneo Institute for In Silico Medicine, The Pam Liversidge Building, University of Sheffield, Sheffield S1 3JD, United Kingdom
| | - William R English
- Norwich Medical School, University of East Anglia, Norwich NR3 7TJ, United Kingdom
| | - Frederik Claeyssens
- Materials Science and Engineering, The Kroto Research Institute, University of Sheffield, Sheffield S3 7HQ, United Kingdom
- Insigneo Institute for In Silico Medicine, The Pam Liversidge Building, University of Sheffield, Sheffield S1 3JD, United Kingdom
| |
Collapse
|
5
|
Zhang T, Di Carlo D, Lim CT, Zhou T, Tian G, Tang T, Shen AQ, Li W, Li M, Yang Y, Goda K, Yan R, Lei C, Hosokawa Y, Yalikun Y. Passive microfluidic devices for cell separation. Biotechnol Adv 2024; 71:108317. [PMID: 38220118 DOI: 10.1016/j.biotechadv.2024.108317] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Revised: 12/27/2023] [Accepted: 01/06/2024] [Indexed: 01/16/2024]
Abstract
The separation of specific cell populations is instrumental in gaining insights into cellular processes, elucidating disease mechanisms, and advancing applications in tissue engineering, regenerative medicine, diagnostics, and cell therapies. Microfluidic methods for cell separation have propelled the field forward, benefitting from miniaturization, advanced fabrication technologies, a profound understanding of fluid dynamics governing particle separation mechanisms, and a surge in interdisciplinary investigations focused on diverse applications. Cell separation methodologies can be categorized according to their underlying separation mechanisms. Passive microfluidic separation systems rely on channel structures and fluidic rheology, obviating the necessity for external force fields to facilitate label-free cell separation. These passive approaches offer a compelling combination of cost-effectiveness and scalability when compared to active methods that depend on external fields to manipulate cells. This review delves into the extensive utilization of passive microfluidic techniques for cell separation, encompassing various strategies such as filtration, sedimentation, adhesion-based techniques, pinched flow fractionation (PFF), deterministic lateral displacement (DLD), inertial microfluidics, hydrophoresis, viscoelastic microfluidics, and hybrid microfluidics. Besides, the review provides an in-depth discussion concerning cell types, separation markers, and the commercialization of these technologies. Subsequently, it outlines the current challenges faced in the field and presents a forward-looking perspective on potential future developments. This work hopes to aid in facilitating the dissemination of knowledge in cell separation, guiding future research, and informing practical applications across diverse scientific disciplines.
Collapse
Affiliation(s)
- Tianlong Zhang
- College of Mechanical Engineering, Jiangsu University of Science and Technology, Zhenjiang 212100, China
| | - Dino Di Carlo
- Department of Bioengineering, University of California, Los Angeles, CA 90095, USA
| | - Chwee Teck Lim
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore
| | - Tianyuan Zhou
- College of Mechanical Engineering, Jiangsu University of Science and Technology, Zhenjiang 212100, China
| | - Guizhong Tian
- College of Mechanical Engineering, Jiangsu University of Science and Technology, Zhenjiang 212100, China.
| | - Tao Tang
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore
| | - Amy Q Shen
- Micro/Bio/Nanofluidics Unit, Okinawa Institute of Science and Technology Graduate University, Onna-son, Okinawa 904-0495, Japan
| | - Weihua Li
- School of Mechanical, Materials, Mechatronic and Biomedical Engineering, University of Wollongong, Wollongong, NSW 2522, Australia
| | - Ming Li
- School of Mechanical and Manufacturing Engineering, University of New South Wales, Sydney, NSW 2052, Australia
| | - Yang Yang
- Institute of Deep-Sea Science and Engineering, Chinese Academy of Sciences, Sanya, Hainan 572000, China
| | - Keisuke Goda
- Department of Bioengineering, University of California, Los Angeles, CA 90095, USA; Department of Chemistry, University of Tokyo, Tokyo 113-0033, Japan; The Institute of Technological Sciences, Wuhan University, Wuhan 430072, China
| | - Ruopeng Yan
- The Institute of Technological Sciences, Wuhan University, Wuhan 430072, China
| | - Cheng Lei
- The Institute of Technological Sciences, Wuhan University, Wuhan 430072, China
| | - Yoichiroh Hosokawa
- Division of Materials Science, Nara Institute of Science and Technology, Nara 630-0192, Japan
| | - Yaxiaer Yalikun
- Division of Materials Science, Nara Institute of Science and Technology, Nara 630-0192, Japan.
| |
Collapse
|
6
|
Porro G, Sarkis R, Obergozo C, Godot L, Amato F, Humbert M, Naveiras O, Guiducci C. MarrowCellDLD: a microfluidic method for label-free retrieval of fragile bone marrow-derived cells. Sci Rep 2023; 13:22462. [PMID: 38105340 PMCID: PMC10725893 DOI: 10.1038/s41598-023-47978-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Accepted: 11/20/2023] [Indexed: 12/19/2023] Open
Abstract
Functional bone marrow studies have focused primarily on hematopoietic progenitors, leaving limited knowledge about other fragile populations, such as bone marrow adipocytes (BMAds) and megakaryocytes. The isolation of these cells is challenging due to rupture susceptibility and large size. We introduce here a label-free cytometry microsystem, MarrowCellDLD, based on deterministic lateral displacement. MarrowCellDLD enables the isolation of large, fragile BM-derived cells based on intrinsic size properties while preserving their viability and functionality. Bone marrow adipocytes, obtained from mouse and human stromal line differentiation, as well as megakaryocytes, from primary human CD34+ hematopoietic stem and progenitor cells, were used for validation. Precise micrometer-range separation cutoffs were adapted for each cell type. Cells were sorted directly in culture media, without pre-labeling steps, and with real-time imaging for quality control. At least 106 cells were retrieved intact per sorting round. Our method outperformed two FACS instruments in purity and yield, particularly for large cell size fractions. MarrowCellDLD represents a non-destructive sorting tool for large, fragile BM-derived cells, facilitating the separation of pure populations of BMAds and megakaryocytes to further investigate their physiological and pathological roles.
Collapse
Affiliation(s)
- Gloria Porro
- Laboratory of Life Sciences Electronics, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland.
| | - Rita Sarkis
- Laboratory of Regenerative Hematopoiesis, Université de Lausanne (UNIL), Lausanne, Switzerland.
| | - Clara Obergozo
- Laboratory of Life Sciences Electronics, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
- Laboratory of Regenerative Hematopoiesis, Université de Lausanne (UNIL), Lausanne, Switzerland
| | - Lucie Godot
- Laboratory of Life Sciences Electronics, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
- Laboratory of Regenerative Hematopoiesis, Université de Lausanne (UNIL), Lausanne, Switzerland
| | - Francesco Amato
- Laboratory of Life Sciences Electronics, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
- Laboratory of Regenerative Hematopoiesis, Université de Lausanne (UNIL), Lausanne, Switzerland
| | - Magali Humbert
- Laboratory of Regenerative Hematopoiesis, Université de Lausanne (UNIL), Lausanne, Switzerland
| | - Olaia Naveiras
- Laboratory of Regenerative Hematopoiesis, Université de Lausanne (UNIL), Lausanne, Switzerland.
- Hematology Service, Departments of Oncology and Laboratory Medicine, Lausanne University Hospital (CHUV), Lausanne, Switzerland.
| | - Carlotta Guiducci
- Laboratory of Life Sciences Electronics, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland.
| |
Collapse
|
7
|
Tan Kwan Zen N, Zeming KK, Teo KL, Loberas M, Lee J, Goh CR, Yang DH, Oh S, Hui Hoi Po J, Cool SM, Hou HW, Han J. Scalable mesenchymal stem cell enrichment from bone marrow aspirate using deterministic lateral displacement (DLD) microfluidic sorting. LAB ON A CHIP 2023; 23:4313-4323. [PMID: 37702123 DOI: 10.1039/d3lc00379e] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/14/2023]
Abstract
The growing interest in regenerative medicine has opened new avenues for novel cell therapies using stem cells. Bone marrow aspirate (BMA) is an important source of stromal mesenchymal stem cells (MSCs). Conventional MSC harvesting from BMA relies on archaic centrifugation methods, often leading to poor yield due to osmotic stress, high centrifugation force, convoluted workflow, and long experimental time (∼2-3 hours). To address these issues, we have developed a scalable microfluidic technology based on deterministic lateral displacement (DLD) for MSC isolation. This passive, label-free cell sorting method capitalizes on the morphological differences between MSCs and blood cells (platelets and RBCs) for effective separation using an inverted L-shaped pillar array. To improve throughput, we developed a novel multi-chip DLD system that can process 2.5 mL of raw BMA in 20 ± 5 minutes, achieving a 2-fold increase in MSC recovery compared to centrifugation methods. Taken together, we envision that the developed DLD platform will enable fast and efficient isolation of MSCs from BMA for effective downstream cell therapy in clinical settings.
Collapse
Affiliation(s)
- Nicholas Tan Kwan Zen
- Critical Analytics for Manufacturing of Personalized Medicine, Singapore-MIT Alliance for Research and Technology (SMART), 138602, Singapore
- School of Mechanical and Aerospace Engineering, Nanyang Technological University, 639798, Singapore
| | - Kerwin Kwek Zeming
- Critical Analytics for Manufacturing of Personalized Medicine, Singapore-MIT Alliance for Research and Technology (SMART), 138602, Singapore
| | - Kim Leng Teo
- Bioprocessing Technology Institute, Agency for Science, Technology and Research (A*STAR), 138668, Singapore
| | - Mavis Loberas
- NUS Tissue Engineering Program, Life Sciences Institute, National University of Singapore, 117510, Singapore
- Department of Orthopaedic Surgery, Yong Loo Lin School of Medicine, National University Health System, National University of Singapore, 119288, Singapore
| | - Jialing Lee
- Bioprocessing Technology Institute, Agency for Science, Technology and Research (A*STAR), 138668, Singapore
| | - Chin Ren Goh
- Critical Analytics for Manufacturing of Personalized Medicine, Singapore-MIT Alliance for Research and Technology (SMART), 138602, Singapore
| | - Da Hou Yang
- Critical Analytics for Manufacturing of Personalized Medicine, Singapore-MIT Alliance for Research and Technology (SMART), 138602, Singapore
| | - Steve Oh
- Bioprocessing Technology Institute, Agency for Science, Technology and Research (A*STAR), 138668, Singapore
| | - James Hui Hoi Po
- NUS Tissue Engineering Program, Life Sciences Institute, National University of Singapore, 117510, Singapore
- Department of Orthopaedic Surgery, Yong Loo Lin School of Medicine, National University Health System, National University of Singapore, 119288, Singapore
| | - Simon M Cool
- Department of Orthopaedic Surgery, Yong Loo Lin School of Medicine, National University Health System, National University of Singapore, 119288, Singapore
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), 138668, Singapore
- School of Chemical Engineering, University of Queensland, Brisbane, 4072, Australia
| | - Han Wei Hou
- Critical Analytics for Manufacturing of Personalized Medicine, Singapore-MIT Alliance for Research and Technology (SMART), 138602, Singapore
- School of Mechanical and Aerospace Engineering, Nanyang Technological University, 639798, Singapore
- Lee Kong Chian School of Medicine, Nanyang Technological University, 308232, Singapore
| | - Jongyoon Han
- Critical Analytics for Manufacturing of Personalized Medicine, Singapore-MIT Alliance for Research and Technology (SMART), 138602, Singapore
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, 02139, USA
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts, 02139, USA.
| |
Collapse
|
8
|
Aghaamoo M, Cardenas-Benitez B, Lee AP. A High-Throughput Microfluidic Cell Sorter Using a Three-Dimensional Coupled Hydrodynamic-Dielectrophoretic Pre-Focusing Module. MICROMACHINES 2023; 14:1813. [PMID: 37893250 PMCID: PMC10609158 DOI: 10.3390/mi14101813] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 08/22/2023] [Accepted: 08/23/2023] [Indexed: 10/29/2023]
Abstract
Dielectrophoresis (DEP) is a powerful tool for label-free sorting of cells, even those with subtle differences in morphological and dielectric properties. Nevertheless, a major limitation is that most existing DEP techniques can efficiently sort cells only at low throughputs (<1 mL h-1). Here, we demonstrate that the integration of a three-dimensional (3D) coupled hydrodynamic-DEP cell pre-focusing module upstream of the main DEP sorting region enables cell sorting with a 10-fold increase in throughput compared to conventional DEP approaches. To better understand the key principles and requirements for high-throughput cell separation, we present a comprehensive theoretical model to study the scaling of hydrodynamic and electrostatic forces on cells at high flow rate regimes. Based on the model, we show that the critical cell-to-electrode distance needs to be ≤10 µm for efficient cell sorting in our proposed microfluidic platform, especially at flow rates ≥ 1 mL h-1. Based on those findings, a computational fluid dynamics model and particle tracking analysis were developed to find optimum operation parameters (e.g., flow rate ratios and electric fields) of the coupled hydrodynamic-DEP 3D focusing module. Using these optimum parameters, we experimentally demonstrate live/dead K562 cell sorting at rates as high as 10 mL h-1 (>150,000 cells min-1) with 90% separation purity, 85% cell recovery, and no negative impact on cell viability.
Collapse
Affiliation(s)
- Mohammad Aghaamoo
- Department of Biomedical Engineering, University of California Irvine, Irvine, CA 92697, USA; (M.A.); (B.C.-B.)
- Center for Advanced Design & Manufacturing of Integrated Microfluidics (CADMIM), University of California Irvine, Irvine, CA 92697, USA
| | - Braulio Cardenas-Benitez
- Department of Biomedical Engineering, University of California Irvine, Irvine, CA 92697, USA; (M.A.); (B.C.-B.)
- Center for Advanced Design & Manufacturing of Integrated Microfluidics (CADMIM), University of California Irvine, Irvine, CA 92697, USA
| | - Abraham P. Lee
- Department of Biomedical Engineering, University of California Irvine, Irvine, CA 92697, USA; (M.A.); (B.C.-B.)
- Center for Advanced Design & Manufacturing of Integrated Microfluidics (CADMIM), University of California Irvine, Irvine, CA 92697, USA
- Department of Mechanical & Aerospace Engineering, University of California Irvine, Irvine, CA 92697, USA
| |
Collapse
|
9
|
Aghajanloo B, Ejeian F, Frascella F, Marasso SL, Cocuzza M, Tehrani AF, Nasr Esfahani MH, Inglis DW. Pumpless deterministic lateral displacement separation using a paper capillary wick. LAB ON A CHIP 2023; 23:2106-2112. [PMID: 36943724 DOI: 10.1039/d3lc00039g] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
Deterministic lateral displacement (DLD) is a passive separation method that separates particles by hydrodynamic size. This label-free method is a promising technique for cell separation because of its high size resolution and insensitivity to flow rate. Development of capillary-driven microfluidic technologies allows microfluidic devices to be operated without any external power for fluid pumping, lowering their total cost and complexity. Herein, we develop and test a DLD-based particle and cell sorting method that is driven entirely by capillary pressure. We show microchip self-filling, flow focusing, flow stability, and capture of separated particles. We achieve separation efficiency of 92% for particle-particle separation and more than 99% efficiency for cell-particle separation. The high performance of driven flow and separation along with simplicity of the operation and setup make it a valuable candidate for point-of-care devices.
Collapse
Affiliation(s)
- Behrouz Aghajanloo
- Department of Mechanical Engineering, Isfahan University of Technology, Isfahan, Iran
- Department of Animal Biotechnology, Cell Science Research Center, Royan Institute for Biotechnology, ACECR, Isfahan, Iran
- DISAT, Politecnico di Torino, Turin, Italy
- School of Engineering, Macquarie University, Sydney, Australia.
| | - Fatemeh Ejeian
- Department of Animal Biotechnology, Cell Science Research Center, Royan Institute for Biotechnology, ACECR, Isfahan, Iran
| | | | - Simone L Marasso
- DISAT, Politecnico di Torino, Turin, Italy
- CNR-IMEM, Parma, Italy
| | - Matteo Cocuzza
- DISAT, Politecnico di Torino, Turin, Italy
- CNR-IMEM, Parma, Italy
| | | | - Mohammad Hossein Nasr Esfahani
- Department of Animal Biotechnology, Cell Science Research Center, Royan Institute for Biotechnology, ACECR, Isfahan, Iran
| | - David W Inglis
- School of Engineering, Macquarie University, Sydney, Australia.
| |
Collapse
|
10
|
Zhao K, Zhao P, Dong J, Wei Y, Chen B, Wang Y, Pan X, Wang J. Implementation of an Integrated Dielectrophoretic and Magnetophoretic Microfluidic Chip for CTC Isolation. BIOSENSORS 2022; 12:bios12090757. [PMID: 36140142 PMCID: PMC9496341 DOI: 10.3390/bios12090757] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 09/07/2022] [Accepted: 09/13/2022] [Indexed: 11/16/2022]
Abstract
Identification of circulating tumor cells (CTCs) from a majority of various cell pools has been an appealing topic for diagnostic purposes. This study numerically demonstrates the isolation of CTCs from blood cells by the combination of dielectrophoresis and magnetophoresis in a microfluidic chip. Taking advantage of the label-free property, the separation of red blood cells, platelets, T cells, HT-29, and MDA-231 was conducted in the microchannel. By using the ferromagnet structure with double segments and a relatively shorter distance in between, a strong gradient of the magnetic field, i.e., sufficiently large MAP forces acting on the cells, can be generated, leading to a high separation resolution. In order to generate strong DEP forces, the non-uniform electric field gradient is induced by applying the electric voltage through the microchannel across a pair of asymmetric orifices, i.e., a small orifice and a large orifice on the opposite wall of the channel sides. The distribution of the gradient of the magnetic field near the edge of ferromagnet segments, the gradient of the non-uniform electric field in the vicinity of the asymmetric orifices, and the flow field were investigated. In this numerical simulation, the effects of the ferromagnet structure on the magnetic field, the flow rate, as well as the strength of the electric field on their combined magnetophoretic and dielectrophoretic behaviors and trajectories are systemically studied. The simulation results demonstrate the potential of both property- and size-based cell isolation in the microfluidic device by implementing magnetophoresis and dielectrophoresis.
Collapse
Affiliation(s)
- Kai Zhao
- Liaoning Key Laboratory of Marine Sensing and Intelligent Detection, Dalian Maritime University, Dalian 116026, China
- Department of Information Science and Technology, Dalian Maritime University, Dalian 116026, China
| | - Penglu Zhao
- Liaoning Key Laboratory of Marine Sensing and Intelligent Detection, Dalian Maritime University, Dalian 116026, China
- Department of Information Science and Technology, Dalian Maritime University, Dalian 116026, China
| | - Jianhong Dong
- Liaoning Key Laboratory of Marine Sensing and Intelligent Detection, Dalian Maritime University, Dalian 116026, China
- Department of Information Science and Technology, Dalian Maritime University, Dalian 116026, China
| | - Yunman Wei
- Liaoning Key Laboratory of Marine Sensing and Intelligent Detection, Dalian Maritime University, Dalian 116026, China
- Department of Information Science and Technology, Dalian Maritime University, Dalian 116026, China
| | - Bin Chen
- Liaoning Key Laboratory of Marine Sensing and Intelligent Detection, Dalian Maritime University, Dalian 116026, China
- Department of Information Science and Technology, Dalian Maritime University, Dalian 116026, China
| | - Yanjuan Wang
- Liaoning Key Laboratory of Marine Sensing and Intelligent Detection, Dalian Maritime University, Dalian 116026, China
- Software Institute, Dalian Jiaotong University, Dalian 116028, China
| | - Xinxiang Pan
- Liaoning Key Laboratory of Marine Sensing and Intelligent Detection, Dalian Maritime University, Dalian 116026, China
- Department of Maritime, Guangdong Ocean University, Zhanjiang 524000, China
| | - Junsheng Wang
- Liaoning Key Laboratory of Marine Sensing and Intelligent Detection, Dalian Maritime University, Dalian 116026, China
- Department of Information Science and Technology, Dalian Maritime University, Dalian 116026, China
- Correspondence:
| |
Collapse
|
11
|
Stathoulopoulos A, Passos A, Balabani S. Flows of healthy and hardened RBC suspensions through a micropillar array. Med Eng Phys 2022; 107:103874. [DOI: 10.1016/j.medengphy.2022.103874] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Revised: 07/29/2022] [Accepted: 08/09/2022] [Indexed: 11/25/2022]
|
12
|
Lu X, Ai Y. Automatic Microfluidic Cell Wash Platform for Purifying Cells in Suspension: Puriogen. Anal Chem 2022; 94:9424-9433. [PMID: 35658406 DOI: 10.1021/acs.analchem.2c01616] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Cell wash is an essential cell sample preparation procedure to eliminate or minimize interfering substances for various subsequent cell analyses. The commonly used cell wash method is centrifugation which separates cells from other biomolecules in a solution with manual pipetting and has many drawbacks such as being labor-intensive and time-consuming with substantial cell loss and cell clumping. To overcome these issues, a centrifuge-free and automatic cell wash platform for cell purity generation, termed Puriogen, has been developed in this work. Compared with other developed products such as AcouWash, Puriogen can process samples with a high throughput of above 500 μL/min. Puriogen utilizes a uniquely designed inertial microfluidic device to complete the automatic cell wash procedure. One single-cell wash procedure with the Puriogen platform can remove more than 90% ambient proteins and nucleic acids from the cell sample. It can also remove most of the residual fluorescent dye after cell staining to significantly reduce the background signals for subsequent cell analysis. By removing the dead cell debris, it can increase the live cell percentage in the sample by 2-fold. Moreover, the percentage of single-cell population is also increased by 20% because of further disassociation of small-cell aggregates (e.g., doublets and triplets) into singlets. To freely adjust cell concentrations, the Puriogen platform can concentrate cells 5 times in a single flow-through process. The presented Puriogen cell wash solution has broad applications in cell preparation with its excellent simplicity in operation and wash efficiency, especially in single-cell sequencing.
Collapse
Affiliation(s)
- Xiaoguang Lu
- Pillar of Engineering Product Development, Singapore University of Technology and Design, Singapore 487372, Singapore
| | - Ye Ai
- Pillar of Engineering Product Development, Singapore University of Technology and Design, Singapore 487372, Singapore
| |
Collapse
|
13
|
Resolution and Contrast Enhancement for Lensless Digital Holographic Microscopy and Its Application in Biomedicine. PHOTONICS 2022. [DOI: 10.3390/photonics9050358] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
An important imaging technique in biomedicine, the conventional optical microscopy relies on relatively complicated and bulky lens and alignment mechanics. Based on the Gabor holography, the lensless digital holographic microscopy has the advantages of light weight and low cost. It has developed rapidly and received attention in many fields. However, the finite pixel size at the sensor plane limits the spatial resolution. In this study, we first review the principle of lensless digital holography, then go over some methods to improve image contrast and discuss the methods to enhance the image resolution of the lensless holographic image. Moreover, the applications of lensless digital holographic microscopy in biomedicine are reviewed. Finally, we look forward to the future development and prospect of lensless digital holographic technology.
Collapse
|
14
|
Reichel F, Kräter M, Peikert K, Glaß H, Rosendahl P, Herbig M, Rivera Prieto A, Kihm A, Bosman G, Kaestner L, Hermann A, Guck J. Changes in Blood Cell Deformability in Chorea-Acanthocytosis and Effects of Treatment With Dasatinib or Lithium. Front Physiol 2022; 13:852946. [PMID: 35444561 PMCID: PMC9013823 DOI: 10.3389/fphys.2022.852946] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Accepted: 03/08/2022] [Indexed: 12/29/2022] Open
Abstract
Misshaped red blood cells (RBCs), characterized by thorn-like protrusions known as acanthocytes, are a key diagnostic feature in Chorea-Acanthocytosis (ChAc), a rare neurodegenerative disorder. The altered RBC morphology likely influences their biomechanical properties which are crucial for the cells to pass the microvasculature. Here, we investigated blood cell deformability of five ChAc patients compared to healthy controls during up to 1-year individual off-label treatment with the tyrosine kinase inhibitor dasatinib or several weeks with lithium. Measurements with two microfluidic techniques allowed us to assess RBC deformability under different shear stresses. Furthermore, we characterized leukocyte stiffness at high shear stresses. The results showed that blood cell deformability–including both RBCs and leukocytes - in general was altered in ChAc patients compared to healthy donors. Therefore, this study shows for the first time an impairment of leukocyte properties in ChAc. During treatment with dasatinib or lithium, we observed alterations in RBC deformability and a stiffness increase for leukocytes. The hematological phenotype of ChAc patients hinted at a reorganization of the cytoskeleton in blood cells which partly explains the altered mechanical properties observed here. These findings highlight the need for a systematic assessment of the contribution of impaired blood cell mechanics to the clinical manifestation of ChAc.
Collapse
Affiliation(s)
- Felix Reichel
- Max-Planck-Institut für die Physik des Lichts and Max-Planck-Zentrum für Physik und Medizin, Erlangen, Germany
- Biotechnology Center, Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany
| | - Martin Kräter
- Max-Planck-Institut für die Physik des Lichts and Max-Planck-Zentrum für Physik und Medizin, Erlangen, Germany
- Biotechnology Center, Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany
| | - Kevin Peikert
- Translational Neurodegeneration Section “Albrecht Kossel”, Department of Neurology, University Medical Center Rostock, University of Rostock, Rostock, Germany
- Division for Neurodegenerative Diseases, Department of Neurology, Technische Universität Dresden, Dresden, Germany
| | - Hannes Glaß
- Translational Neurodegeneration Section “Albrecht Kossel”, Department of Neurology, University Medical Center Rostock, University of Rostock, Rostock, Germany
| | - Philipp Rosendahl
- Biotechnology Center, Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany
| | - Maik Herbig
- Max-Planck-Institut für die Physik des Lichts and Max-Planck-Zentrum für Physik und Medizin, Erlangen, Germany
- Biotechnology Center, Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany
| | - Alejandro Rivera Prieto
- Biotechnology Center, Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany
| | - Alexander Kihm
- Department of Experimental Physics, Saarland University, Saarbrücken, Germany
| | - Giel Bosman
- Department of Biochemistry, Radboud UMC, Nijmegen, Netherlands
| | - Lars Kaestner
- Department of Experimental Physics, Saarland University, Saarbrücken, Germany
- Theoretical Medicine and Biosciences, Saarland University, Homburg, Germany
| | - Andreas Hermann
- Translational Neurodegeneration Section “Albrecht Kossel”, Department of Neurology, University Medical Center Rostock, University of Rostock, Rostock, Germany
- Division for Neurodegenerative Diseases, Department of Neurology, Technische Universität Dresden, Dresden, Germany
- Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), Rostock/Greifswald, Rostock, Germany
- Center for Regenerative Therapies Dresden, Technische Universität Dresden, Dresden, Germany
| | - Jochen Guck
- Max-Planck-Institut für die Physik des Lichts and Max-Planck-Zentrum für Physik und Medizin, Erlangen, Germany
- Biotechnology Center, Center for Molecular and Cellular Bioengineering, Technische Universität Dresden, Dresden, Germany
- *Correspondence: Jochen Guck,
| |
Collapse
|
15
|
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
| |
Collapse
|
16
|
Vázquez M, Anfossi L, Ben-Yoav H, Diéguez L, Karopka T, Della Ventura B, Abalde-Cela S, Minopoli A, Di Nardo F, Shukla VK, Teixeira A, Tvarijonaviciute A, Franco-Martínez L. Use of some cost-effective technologies for a routine clinical pathology laboratory. LAB ON A CHIP 2021; 21:4330-4351. [PMID: 34664599 DOI: 10.1039/d1lc00658d] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
Classically, the need for highly sophisticated instruments with important economic costs has been a major limiting factor for clinical pathology laboratories, especially in developing countries. With the aim of making clinical pathology more accessible, a wide variety of free or economical technologies have been developed worldwide in the last few years. 3D printing and Arduino approaches can provide up to 94% economical savings in hardware and instrumentation in comparison to commercial alternatives. The vast selection of point-of-care-tests (POCT) currently available also limits the need for specific instruments or personnel, as they can be used almost anywhere and by anyone. Lastly, there are dozens of free and libre digital tools available in health informatics. This review provides an overview of the state-of-the-art on cost-effective alternatives with applications in routine clinical pathology laboratories. In this context, a variety of technologies including 3D printing and Arduino, lateral flow assays, plasmonic biosensors, and microfluidics, as well as laboratory information systems, are discussed. This review aims to serve as an introduction to different technologies that can make clinical pathology more accessible and, therefore, contribute to achieve universal health coverage.
Collapse
Affiliation(s)
- Mercedes Vázquez
- National Centre For Sensor Research, School of Chemical Sciences, Dublin City University, Glasnevin, Dublin 9, Ireland
| | - Laura Anfossi
- Department of Chemistry, University of Turin, Via Giuria, 5, I-10125 Turin, Italy
| | - Hadar Ben-Yoav
- Nanobioelectronics Laboratory (NBEL), Department of Biomedical Engineering, Ilse Katz Institute of Nanoscale Science and Technology, Zlotowski Center for Neuroscience, Ben-Gurion University of the Negev, Beer-Sheva 8410501, Israel
| | - Lorena Diéguez
- Medical Devices Research Group, International Iberian Nanotechnology Laboratory - INL, 4715-330 Braga, Portugal
| | | | - Bartolomeo Della Ventura
- Department of Physics "E. Pancini", University of Naples Federico II, Via Cintia 26, I-80126 Napoli, Italy
| | - Sara Abalde-Cela
- Medical Devices Research Group, International Iberian Nanotechnology Laboratory - INL, 4715-330 Braga, Portugal
| | - Antonio Minopoli
- Department of Physics "E. Pancini", University of Naples Federico II, Via Cintia 26, I-80126 Napoli, Italy
| | - Fabio Di Nardo
- Department of Chemistry, University of Turin, Via Giuria, 5, I-10125 Turin, Italy
| | - Vikas Kumar Shukla
- Nanobioelectronics Laboratory (NBEL), Department of Biomedical Engineering, Ilse Katz Institute of Nanoscale Science and Technology, Zlotowski Center for Neuroscience, Ben-Gurion University of the Negev, Beer-Sheva 8410501, Israel
| | - Alexandra Teixeira
- Medical Devices Research Group, International Iberian Nanotechnology Laboratory - INL, 4715-330 Braga, Portugal
| | - Asta Tvarijonaviciute
- Interdisciplinary Laboratory of Clinical Pathology, Interlab-UMU, Regional Campus of International Excellence 'Campus Mare Nostrum', University of Murcia, 30100 Murcia, Spain.
| | - Lorena Franco-Martínez
- Interdisciplinary Laboratory of Clinical Pathology, Interlab-UMU, Regional Campus of International Excellence 'Campus Mare Nostrum', University of Murcia, 30100 Murcia, Spain.
| |
Collapse
|
17
|
Mehran A, Rostami P, Saidi MS, Firoozabadi B, Kashaninejad N. High-Throughput, Label-Free Isolation of White Blood Cells from Whole Blood Using Parallel Spiral Microchannels with U-Shaped Cross-Section. BIOSENSORS 2021; 11:bios11110406. [PMID: 34821622 PMCID: PMC8615462 DOI: 10.3390/bios11110406] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Revised: 10/17/2021] [Accepted: 10/17/2021] [Indexed: 06/12/2023]
Abstract
Rapid isolation of white blood cells (WBCs) from whole blood is an essential part of any WBC examination platform. However, most conventional cell separation techniques are labor-intensive and low throughput, require large volumes of samples, need extensive cell manipulation, and have low purity. To address these challenges, we report the design and fabrication of a passive, label-free microfluidic device with a unique U-shaped cross-section to separate WBCs from whole blood using hydrodynamic forces that exist in a microchannel with curvilinear geometry. It is shown that the spiral microchannel with a U-shaped cross-section concentrates larger blood cells (e.g., WBCs) in the inner cross-section of the microchannel by moving smaller blood cells (e.g., RBCs and platelets) to the outer microchannel section and preventing them from returning to the inner microchannel section. Therefore, it overcomes the major limitation of a rectangular cross-section where secondary Dean vortices constantly enforce particles throughout the entire cross-section and decrease its isolation efficiency. Under optimal settings, we managed to isolate more than 95% of WBCs from whole blood under high-throughput (6 mL/min), high-purity (88%), and high-capacity (360 mL of sample in 1 h) conditions. High efficiency, fast processing time, and non-invasive WBC isolation from large blood samples without centrifugation, RBC lysis, cell biomarkers, and chemical pre-treatments make this method an ideal choice for downstream cell study platforms.
Collapse
Affiliation(s)
- Amirhossein Mehran
- School of Mechanical Engineering, Sharif University of Technology, Tehran 11155, Iran; (A.M.); (P.R.); (M.S.S.)
| | - Peyman Rostami
- School of Mechanical Engineering, Sharif University of Technology, Tehran 11155, Iran; (A.M.); (P.R.); (M.S.S.)
| | - Mohammad Said Saidi
- School of Mechanical Engineering, Sharif University of Technology, Tehran 11155, Iran; (A.M.); (P.R.); (M.S.S.)
| | - Bahar Firoozabadi
- School of Mechanical Engineering, Sharif University of Technology, Tehran 11155, Iran; (A.M.); (P.R.); (M.S.S.)
| | - Navid Kashaninejad
- Queensland Micro- and Nanotechnology Centre, Nathan Campus, Griffith University, 170 Kessels Road, Brisbane, QLD 4111, Australia
| |
Collapse
|
18
|
Liu Z, Huang Y, Liang W, Bai J, Feng H, Fang Z, Tian G, Zhu Y, Zhang H, Wang Y, Liu A, Chen Y. Cascaded filter deterministic lateral displacement microchips for isolation and molecular analysis of circulating tumor cells and fusion cells. LAB ON A CHIP 2021; 21:2881-2891. [PMID: 34219135 DOI: 10.1039/d1lc00360g] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Precise isolation and analysis of circulating tumor cells (CTCs) from blood samples offer considerable potential for cancer research and personalized treatment. Currently, available CTC isolation approaches remain challenging in the quest for simple strategies to achieve cell isolation with both high separation efficiency and high purity, which limits the use of captured CTCs for downstream analyses. Here, we present a filter deterministic lateral displacement concept to achieve one-step and label-free CTC isolation with high throughput. Unlike conventional deterministic lateral displacement (DLD) devices, the proposed method uses a hydrodynamic cell sorting design by incorporating a filtration concept into a DLD structure, and enables high-throughput and clog-free isolation by a cascaded microfluidic design. The cascaded filter-DLD (CFD) design demonstrated enhanced performance for size-based cell separation, and achieved high separation efficiency (>96%), high cell purity (WBC removal rate 99.995%), high cell viability (>98%) and high processing rate (1 mL min-1). Samples from lung cancer patients were analyzed using the CFD-Chip, CTCs and tumor cell-leukocyte fusion cells were efficiently collected, and changes in CTC levels were used for treatment response monitoring. The CFD-Chip platform isolated CTCs with good viability, enabling direct downstream analysis with single-cell RNA sequencing. Transcriptome analysis of enriched CTCs identified new subtypes of CTCs such as tumor cell-leukocyte fusion cells, providing insights into cancer diagnostics and therapeutics.
Collapse
Affiliation(s)
- Zongbin Liu
- Shenzhen Zigzag Biotechnology Co., Ltd., Shenzhen, 518107, China.
| | - Yuqing Huang
- CAS Key Laboratory of Health Informatics, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, 518055, China.
| | - Wenli Liang
- Tumor Department, Shenzhen Second People's Hospital, The First Affiliated Hospital of Shenzhen University, Shenzhen, 518035, China.
| | - Jing Bai
- Shenzhen Zigzag Biotechnology Co., Ltd., Shenzhen, 518107, China.
| | - Hongtao Feng
- CAS Key Laboratory of Health Informatics, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, 518055, China.
| | - Zhihao Fang
- CAS Key Laboratory of Health Informatics, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, 518055, China.
| | - Geng Tian
- Tumor Department, Shenzhen Second People's Hospital, The First Affiliated Hospital of Shenzhen University, Shenzhen, 518035, China.
| | - Yanjuan Zhu
- Department of Oncology, Guangdong Provincial Hospital of Traditional Chinese Medicine, The Second Clinical Medical College of Guangzhou University of Chinese Medicine, Guangzhou, 510120, China
| | - Haibo Zhang
- Department of Oncology, Guangdong Provincial Hospital of Traditional Chinese Medicine, The Second Clinical Medical College of Guangzhou University of Chinese Medicine, Guangzhou, 510120, China
| | - Yuanxiang Wang
- Department of Cardiothoracic Surgery, Shenzhen Children's Hospital, Shenzhen, 518038, China
| | - Aixue Liu
- Tumor Department, Shenzhen Second People's Hospital, The First Affiliated Hospital of Shenzhen University, Shenzhen, 518035, China.
| | - Yan Chen
- CAS Key Laboratory of Health Informatics, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, 518055, China.
| |
Collapse
|
19
|
Hymel SJ, Fujioka H, Khismatullin DB. Modeling of Deformable Cell Separation in a Microchannel with Sequenced Pillars. ADVANCED THEORY AND SIMULATIONS 2021. [DOI: 10.1002/adts.202100086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Scott J. Hymel
- Department of Biomedical Engineering Tulane University New Orleans LA 70118 USA
| | - Hideki Fujioka
- Center for Computational Science Tulane University New Orleans LA 70118 USA
| | - Damir B. Khismatullin
- Department of Biomedical Engineering Tulane University New Orleans LA 70118 USA
- Center for Computational Science Tulane University New Orleans LA 70118 USA
| |
Collapse
|
20
|
Lu X, Tayebi M, Ai Y. A low-cost and high-throughput benchtop cell sorter for isolating white blood cells from whole blood. Electrophoresis 2021; 42:2281-2292. [PMID: 34010478 DOI: 10.1002/elps.202100024] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Revised: 05/10/2021] [Accepted: 05/16/2021] [Indexed: 11/07/2022]
Abstract
The ability to isolate and purify white blood cells (WBCs) from mixed ensembles such as blood would benefit autologous cell-based therapeutics as well as diagnosis of WBC disorders. Current WBCs isolation methods have the limitations of low purity or requiring complex and expensive equipment. In addition, due to the overlap in size distribution between lymphocytes (i.e., a sub-population of WBCs) and red blood cells (RBCs), it is challenging to achieve isolation of entire WBCs populations. In this work, we developed an inertial microfluidics-based cell sorter, which enables size-based, high-throughput isolation, and enrichment of WBCs from RBC-lysed whole blood. Using the developed inertial microfluidic chip, the sorting resolution is sharpened within 2 μm, which achieved separation between 3 and 5 μm diameter particles. Thus, with the present cell sorter, a full population of WBCs can be isolated from RBC-lysed blood samples with recovery ratio of 92%, and merely 5% difference in the composition percentage of the three subpopulations of granulocytes, monocytes, and lymphocytes compared to the original sample. Furthermore, our cell sorter is designed to enable broad application of size-based inertial cell sorting by supplying a series of microchips with different sorting cutoff size. This strategy allows us to further enrich the lymphocytes population by twofold using another microchip with a cutoff size between 10 and 15 μm. With simplicity and efficiency, our cell sorter provides a powerful platform for isolating and sorting of WBCs and also envisions broad potential sorting applications for other cell types.
Collapse
Affiliation(s)
- Xiaoguang Lu
- Engineering Product Development, Singapore University of Technology and Design, Singapore
| | - Mahnoush Tayebi
- Engineering Product Development, Singapore University of Technology and Design, Singapore
| | - Ye Ai
- Engineering Product Development, Singapore University of Technology and Design, Singapore
| |
Collapse
|
21
|
Zeming KK, Lu R, Woo KL, Sun G, Quek KY, Cheow LF, Chen CH, Han J, Lim SL. Multiplexed Single-Cell Leukocyte Enzymatic Secretion Profiling from Whole Blood Reveals Patient-Specific Immune Signature. Anal Chem 2021; 93:4374-4382. [PMID: 33600165 DOI: 10.1021/acs.analchem.0c03512] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Enzymatic secretion of immune cells (leukocytes) plays a dominant role in host immune responses to a myriad of biological triggers, including infections, cancers, and cardiovascular diseases. Current tools to probe these leukocytes inadequately profile these vital biomarkers; the need for sample preprocessing steps of cell lysis, labeling, washing, and pipetting inevitably triggers the cells, changes its basal state, and dilutes the individual cell secretion in bulk assays. Using a fully integrated system for multiplexed profiling of native immune single-cell enzyme secretion from 50 μL of undiluted blood, we eliminate sample handling. With a total analysis time of 60 min, the integrated platform performs six tasks of leukocyte extraction, cell washing, fluorescent enzyme substrate mixing, single-cell droplet making, droplet incubation, and real-time readout for leukocyte secretion profiling of neutrophil elastase, granzyme B, and metalloproteinase. We calibrated the device, optimized the protocols, and tested the leukocyte secretion of acute heart failure (AHF) patients at admission and predischarge. This paper highlights the presence of single-cell enzymatic immune phenotypes independent of CD marker labeling, which could potentially elucidate the innate immune response states. We found that patients recovering from AHF showed a corresponding reduction in immune-cell enzymatic secretion levels and donor-specific enzymatic signatures were observed, which suggests patient-to-patient heterogeneous immune response. This platform presents opportunities to elucidate the complexities of the immune response from a single drop of blood and bridge the current technological, biological, and medical gap in understanding immune response and biological triggers.
Collapse
Affiliation(s)
- Kerwin Kwek Zeming
- Critical Analytics for Manufacturing of Personalised Medicine, Singapore-MIT Alliance for Research and Technology, 1 Create Way, Enterprise Wing #04-13/14, 138602 Singapore
| | - Ri Lu
- Critical Analytics for Manufacturing of Personalised Medicine, Singapore-MIT Alliance for Research and Technology, 1 Create Way, Enterprise Wing #04-13/14, 138602 Singapore.,Graduate School for Integrative Sciences and Engineering, National University of Singapore, University Hall, Tan Chin Tuan Wing Level 04, #04-02, 21 Lower Kent Ridge Road, 119077 Singapore
| | - Kai Lee Woo
- Department of Cardiology, National University Heart Center, 1E Kent Ridge Road, 119228, Singapore
| | - Guoyun Sun
- Graduate School for Integrative Sciences and Engineering, National University of Singapore, University Hall, Tan Chin Tuan Wing Level 04, #04-02, 21 Lower Kent Ridge Road, 119077 Singapore
| | - Kai Yun Quek
- Critical Analytics for Manufacturing of Personalised Medicine, Singapore-MIT Alliance for Research and Technology, 1 Create Way, Enterprise Wing #04-13/14, 138602 Singapore
| | - Lih Feng Cheow
- Critical Analytics for Manufacturing of Personalised Medicine, Singapore-MIT Alliance for Research and Technology, 1 Create Way, Enterprise Wing #04-13/14, 138602 Singapore.,Graduate School for Integrative Sciences and Engineering, National University of Singapore, University Hall, Tan Chin Tuan Wing Level 04, #04-02, 21 Lower Kent Ridge Road, 119077 Singapore.,Department of Biomedical Engineering, National University of Singapore, 4 Engineering Drive 3, 117583 Singapore
| | - Chia-Hung Chen
- Department of Biomedical Engineering, College of Engineering, City University of Hong Kong, YEUNG-B5121A, Hong Kong
| | - Jongyoon Han
- Critical Analytics for Manufacturing of Personalised Medicine, Singapore-MIT Alliance for Research and Technology, 1 Create Way, Enterprise Wing #04-13/14, 138602 Singapore.,Department of Electrical Engineering, Massachusetts Institute of Technology, 50 Vassar Street, Cambridge, Massachusetts 02142, United States.,Department of Biological Engineering, Massachusetts Institute of Technology, 21 Ames Street, #56-651, Cambridge, Massachusetts 02142, United States
| | - Shir Lynn Lim
- Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Drive, 117597 Singapore.,Department of Cardiology, National University Heart Center, 1E Kent Ridge Road, 119228, Singapore
| |
Collapse
|
22
|
Zeming KK, Vernekar R, Chua MT, Quek KY, Sutton G, Krüger T, Kuan WS, Han J. Label-Free Biophysical Markers from Whole Blood Microfluidic Immune Profiling Reveal Severe Immune Response Signatures. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2021; 17:e2006123. [PMID: 33590620 DOI: 10.1002/smll.202006123] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 11/12/2020] [Indexed: 06/12/2023]
Abstract
Disease manifestation and severity from acute infections are often due to hyper-aggressive host immune responses which change within minutes. Current methods for early diagnosis of infections focus on detecting low abundance pathogens, which are time-consuming, of low sensitivity, and do not reflect the severity of the pathophysiology appropriately. The approach here focuses on profiling the rapidly changing host inflammatory response, which in its over-exuberant state, leads to sepsis and death. A 15-min label-free immune profiling assay from 20 µL of unprocessed blood using unconventional L and Inverse-L shaped pillars of deterministic lateral displacement microfluidic technology is developed. The hydrodynamic interactions of deformable immune cells enable simultaneous sorting and immune response profiling in whole blood. Preliminary clinical study of 85 donors in emergency department with a spectrum of immune response states from healthy to severe inflammatory response shows correlation with biophysical markers of immune cell size, deformability, distribution, and cell counts. The speed of patient stratification demonstrated here has promising impact in deployable point-of-care systems for acute infections triage, risk management, and resource allocation at emergency departments, where clinical manifestation of infection severity may not be clinically evident as compared to inpatients in the wards or intensive care units.
Collapse
Affiliation(s)
- Kerwin Kwek Zeming
- Singapore-MIT Alliance for Research and Technology (SMART) - Critical Analytics for Manufacturing of Personalized Medicine (CAMP) IRG, 1 Create Way, Enterprise Wing, #04-13/14, Singapore, 138602, Singapore
| | - Rohan Vernekar
- School of Engineering, Institute for Multiscale Thermofluids, University of Edinburgh, Peter Guthrie Tait Road, King's Buildings, Edinburgh, EH9 3FD, UK
| | - Mui Teng Chua
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, 1E Kent Ridge Road, Level 8, NUHS Tower Block, Singapore, 119228, Singapore
- Emergency Medicine Department, National University Hospital, National University Health System, National University Centre for Oral Health, 9 Lower Kent Ridge Road, Level 4, Singapore, 119085, Singapore
| | - Kai Yun Quek
- Singapore-MIT Alliance for Research and Technology (SMART) - Critical Analytics for Manufacturing of Personalized Medicine (CAMP) IRG, 1 Create Way, Enterprise Wing, #04-13/14, Singapore, 138602, Singapore
| | - Greg Sutton
- School of Engineering, Institute for Multiscale Thermofluids, University of Edinburgh, Peter Guthrie Tait Road, King's Buildings, Edinburgh, EH9 3FD, UK
- University/BHF Centre for Cardiovascular Science, The Queen's Medical Research Institute, 47 Little France Crescent, Edinburgh, EH16 4TJ, UK
| | - Timm Krüger
- School of Engineering, Institute for Multiscale Thermofluids, University of Edinburgh, Peter Guthrie Tait Road, King's Buildings, Edinburgh, EH9 3FD, UK
| | - Win Sen Kuan
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, 1E Kent Ridge Road, Level 8, NUHS Tower Block, Singapore, 119228, Singapore
- Emergency Medicine Department, National University Hospital, National University Health System, National University Centre for Oral Health, 9 Lower Kent Ridge Road, Level 4, Singapore, 119085, Singapore
| | - Jongyoon Han
- Singapore-MIT Alliance for Research and Technology (SMART) - Critical Analytics for Manufacturing of Personalized Medicine (CAMP) IRG, 1 Create Way, Enterprise Wing, #04-13/14, Singapore, 138602, Singapore
- Department of Electrical Engineering and Computer Science & Department of Biological Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Room 36-841, Cambridge, MA, 02139, USA
| |
Collapse
|
23
|
Kim J, Yoon J, Byun JY, Kim H, Han S, Kim J, Lee JH, Jo HS, Chung S. Nano-Interstice Driven Powerless Blood Plasma Extraction in a Membrane Filter Integrated Microfluidic Device. SENSORS 2021; 21:s21041366. [PMID: 33671983 PMCID: PMC7919272 DOI: 10.3390/s21041366] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/12/2021] [Revised: 02/09/2021] [Accepted: 02/10/2021] [Indexed: 01/09/2023]
Abstract
Blood plasma is a source of biomarkers in blood and a simple, fast, and easy extraction method is highly required for point-of-care testing (POCT) applications. This paper proposes a membrane filter integrated microfluidic device to extract blood plasma from whole blood, without any external instrumentation. A commercially available membrane filter was integrated with a newly designed dual-cover microfluidic device to avoid leakage of the extracted plasma and remaining blood cells. Nano-interstices installed on both sides of the microfluidic channels actively draw the extracted plasma from the membrane. The developed device successfully supplied 20 μL of extracted plasma with a high extraction yield (~45%) in 16 min.
Collapse
Affiliation(s)
- Jaehoon Kim
- School of Mechanical Engineering, Korea University, Seoul 02841, Korea; (J.K.); (J.-Y.B.); (H.K.); (S.H.); (J.K.)
| | - Junghyo Yoon
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA 02142, USA;
| | - Jae-Yeong Byun
- School of Mechanical Engineering, Korea University, Seoul 02841, Korea; (J.K.); (J.-Y.B.); (H.K.); (S.H.); (J.K.)
| | - Hyunho Kim
- School of Mechanical Engineering, Korea University, Seoul 02841, Korea; (J.K.); (J.-Y.B.); (H.K.); (S.H.); (J.K.)
| | - Sewoon Han
- School of Mechanical Engineering, Korea University, Seoul 02841, Korea; (J.K.); (J.-Y.B.); (H.K.); (S.H.); (J.K.)
| | - Junghyun Kim
- School of Mechanical Engineering, Korea University, Seoul 02841, Korea; (J.K.); (J.-Y.B.); (H.K.); (S.H.); (J.K.)
| | - Jeong Hoon Lee
- Department of Electrical Engineering, School of Electronics and Information Technology, Kwangwoon University, Seoul 01886, Korea;
| | - Han-Sang Jo
- Absology, Digitalempire B-dong, 383, Simin-daero, Dongan-gu, Anyang-si, Gyeonggi-do 14057, Korea;
| | - Seok Chung
- School of Mechanical Engineering, Korea University, Seoul 02841, Korea; (J.K.); (J.-Y.B.); (H.K.); (S.H.); (J.K.)
- KU-KIST Graduate School of Converging Science and Technology, Korea University, Seoul 02841, Korea
- Correspondence:
| |
Collapse
|
24
|
García-Sánchez P, Ramos A. Continuous Particle Separation in Microfluidics: Deterministic Lateral Displacement Assisted by Electric Fields. MICROMACHINES 2021; 12:66. [PMID: 33435288 PMCID: PMC7827387 DOI: 10.3390/mi12010066] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Accepted: 01/07/2021] [Indexed: 02/07/2023]
Abstract
Advances in the miniaturization of microelectromechanical systems (MEMS) [...]
Collapse
Affiliation(s)
| | - Antonio Ramos
- Departamento de Electrónica y Electromagnetismo, Facultad de Física, Universidad de Sevilla, Avenida Reina Mercedes s/n, 41012 Sevilla, Spain;
| |
Collapse
|
25
|
Ho BD, Beech JP, Tegenfeldt JO. Charge-Based Separation of Micro- and Nanoparticles. MICROMACHINES 2020; 11:E1014. [PMID: 33218201 PMCID: PMC7702211 DOI: 10.3390/mi11111014] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Revised: 11/11/2020] [Accepted: 11/14/2020] [Indexed: 12/13/2022]
Abstract
Deterministic Lateral Displacement (DLD) is a label-free particle sorting method that separates by size continuously and with high resolution. By combining DLD with electric fields (eDLD), we show separation of a variety of nano and micro-sized particles primarily by their zeta potential. Zeta potential is an indicator of electrokinetic charge-the charge corresponding to the electric field at the shear plane-an important property of micro- and nanoparticles in colloidal or separation science. We also demonstrate proof of principle of separation of nanoscale liposomes of different lipid compositions, with strong relevance for biomedicine. We perform careful characterization of relevant experimental conditions necessary to obtain adequate sorting of different particle types. By choosing a combination of frequency and amplitude, sorting can be made sensitive to the particle subgroup of interest. The enhanced displacement effect due to electrokinetics is found to be significant at low frequency and for particles with high zeta potential. The effect appears to scale with the square of the voltage, suggesting that it is associated with either non-linear electrokinetics or dielectrophoresis (DEP). However, since we observe large changes in separation behavior over the frequency range at which DEP forces are expected to remain constant, DEP can be ruled out.
Collapse
Affiliation(s)
| | | | - Jonas O. Tegenfeldt
- Division of Solid State Physics and NanoLund, Physics Department, Lund University, P.O. Box 118, 22100 Lund, Sweden; (B.D.H.); (J.P.B.)
| |
Collapse
|
26
|
A density-based threshold model for evaluating the separation of particles in heterogeneous mixtures with curvilinear microfluidic channels. Sci Rep 2020; 10:18984. [PMID: 33149169 PMCID: PMC7643107 DOI: 10.1038/s41598-020-75878-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Accepted: 10/19/2020] [Indexed: 02/06/2023] Open
Abstract
Particle separation techniques play an important role in biomedical research. Inertial focusing based microfluidics using nonlinear channels is one of the promising label-free technologies for biological applications. The particle separation is achieved as a result of the combination of inertial lift force (FL) and Dean drag force (FD). Although the mathematical expressions of FL and FD have been well derived in prior studies, they are still complicated, which limits their popularity in practice. Recent studies modified these expressions through experiments and proposed a threshold model, which assumes that only particles larger than the threshold will be well focused. Although this threshold model has been used in recent studies, two varying versions of the threshold model (TM1 and TM2) prevents standardisation in practice. In addition, both models were developed with regular low-density particles and may not be applicable to samples with higher density or samples with irregular shapes. Here, we evaluated the threshold models with samples of different densities. Based on these evaluations, we derived a modified model (TM4), which additionally considers the factor of particle density to improve the accuracy of existing models. Our results demonstrated that TM4 could more reliably predict the sorting efficiency of samples within a wider density range.
Collapse
|
27
|
Hochstetter A, Vernekar R, Austin RH, Becker H, Beech JP, Fedosov DA, Gompper G, Kim SC, Smith JT, Stolovitzky G, Tegenfeldt JO, Wunsch BH, Zeming KK, Krüger T, Inglis DW. Deterministic Lateral Displacement: Challenges and Perspectives. ACS NANO 2020; 14:10784-10795. [PMID: 32844655 DOI: 10.1021/acsnano.0c05186] [Citation(s) in RCA: 62] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
The advent of microfluidics in the 1990s promised a revolution in multiple industries from healthcare to chemical processing. Deterministic lateral displacement (DLD) is a continuous-flow microfluidic particle separation method discovered in 2004 that has been applied successfully and widely to the separation of blood cells, yeast, spores, bacteria, viruses, DNA, droplets, and more. Deterministic lateral displacement is conceptually simple and can deliver consistent performance over a wide range of flow rates and particle concentrations. Despite wide use and in-depth study, DLD has not yet been fully elucidated or optimized, with different approaches to the same problem yielding varying results. We endeavor here to provide up-to-date expert opinion on the state-of-art and current fundamental, practical, and commercial challenges with DLD as well as describe experimental and modeling opportunities. Because these challenges and opportunities arise from constraints on hydrodynamics, fabrication, and operation at the micro- and nanoscale, we expect this Perspective to serve as a guide for the broader micro- and nanofluidic community to identify and to address open questions in the field.
Collapse
Affiliation(s)
- Axel Hochstetter
- Department of Physics, University of Kaiserslautern, 67663 Kaiserslautern, Germany
| | - Rohan Vernekar
- School of Engineering, Institute for Multiscale Thermofluids, University of Edinburgh, EH9 3DW Edinburgh, United Kingdom
| | - Robert H Austin
- Department of Physics, Princeton University, Princeton 08544, New Jersey, United States
| | | | - Jason P Beech
- Department of Physics and NanoLund, Lund University, SE 22100 Lund, Sweden
| | - Dmitry A Fedosov
- Institute of Biological Information Processing and Institute for Advanced Simulation, Forschungszentrum Jülich, D-52425 Juelich, Germany
| | - Gerhard Gompper
- Institute of Biological Information Processing and Institute for Advanced Simulation, Forschungszentrum Jülich, D-52425 Juelich, Germany
| | - Sung-Cheol Kim
- IBM T.J. Watson Research Center, Yorktown Heights, New York 10598, United States
| | - Joshua T Smith
- IBM T.J. Watson Research Center, Yorktown Heights, New York 10598, United States
| | - Gustavo Stolovitzky
- IBM T.J. Watson Research Center, Yorktown Heights, New York 10598, United States
| | - Jonas O Tegenfeldt
- Department of Physics and NanoLund, Lund University, SE 22100 Lund, Sweden
| | - Benjamin H Wunsch
- IBM T.J. Watson Research Center, Yorktown Heights, New York 10598, United States
| | - Kerwin K Zeming
- Critical Analytics for Manufacturing of Personalized Medicine, Singapore-MIT Alliance for Research and Technology, 138602 Singapore
| | - Timm Krüger
- School of Engineering, Institute for Multiscale Thermofluids, University of Edinburgh, EH9 3DW Edinburgh, United Kingdom
| | - David W Inglis
- School of Engineering, Macquarie University, Macquarie Park, New South Wales 2109, Australia
| |
Collapse
|
28
|
Calero V, García-Sánchez P, Ramos A, Morgan H. Electrokinetic biased deterministic lateral displacement: scaling analysis and simulations. J Chromatogr A 2020; 1623:461151. [DOI: 10.1016/j.chroma.2020.461151] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Revised: 04/12/2020] [Accepted: 04/20/2020] [Indexed: 11/25/2022]
|
29
|
Nasiri R, Shamloo A, Ahadian S, Amirifar L, Akbari J, Goudie MJ, Lee K, Ashammakhi N, Dokmeci MR, Di Carlo D, Khademhosseini A. Microfluidic-Based Approaches in Targeted Cell/Particle Separation Based on Physical Properties: Fundamentals and Applications. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2020; 16:e2000171. [PMID: 32529791 DOI: 10.1002/smll.202000171] [Citation(s) in RCA: 89] [Impact Index Per Article: 22.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2020] [Revised: 03/15/2020] [Indexed: 06/11/2023]
Abstract
Cell separation is a key step in many biomedical research areas including biotechnology, cancer research, regenerative medicine, and drug discovery. While conventional cell sorting approaches have led to high-efficiency sorting by exploiting the cell's specific properties, microfluidics has shown great promise in cell separation by exploiting different physical principles and using different properties of the cells. In particular, label-free cell separation techniques are highly recommended to minimize cell damage and avoid costly and labor-intensive steps of labeling molecular signatures of cells. In general, microfluidic-based cell sorting approaches can separate cells using "intrinsic" (e.g., fluid dynamic forces) versus "extrinsic" external forces (e.g., magnetic, electric field, etc.) and by using different properties of cells including size, density, deformability, shape, as well as electrical, magnetic, and compressibility/acoustic properties to select target cells from a heterogeneous cell population. In this work, principles and applications of the most commonly used label-free microfluidic-based cell separation methods are described. In particular, applications of microfluidic methods for the separation of circulating tumor cells, blood cells, immune cells, stem cells, and other biological cells are summarized. Computational approaches complementing such microfluidic methods are also explained. Finally, challenges and perspectives to further develop microfluidic-based cell separation methods are discussed.
Collapse
Affiliation(s)
- Rohollah Nasiri
- Center for Minimally Invasive Therapeutics (C-MIT), University of California, Los Angeles, Los Angeles, CA, 90095, USA
- Department of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA
- Department of Mechanical Engineering, Sharif University of Technology, Tehran, 11365-11155, Iran
| | - Amir Shamloo
- Department of Mechanical Engineering, Sharif University of Technology, Tehran, 11365-11155, Iran
| | - Samad Ahadian
- Center for Minimally Invasive Therapeutics (C-MIT), University of California, Los Angeles, Los Angeles, CA, 90095, USA
- Department of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA
- Terasaki Institute for Biomedical Innovation (TIBI), Los Angeles, CA, 90024, USA
| | - Leyla Amirifar
- Department of Mechanical Engineering, Sharif University of Technology, Tehran, 11365-11155, Iran
| | - Javad Akbari
- Department of Mechanical Engineering, Sharif University of Technology, Tehran, 11365-11155, Iran
| | - Marcus J Goudie
- Center for Minimally Invasive Therapeutics (C-MIT), University of California, Los Angeles, Los Angeles, CA, 90095, USA
- Department of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA
| | - KangJu Lee
- Center for Minimally Invasive Therapeutics (C-MIT), University of California, Los Angeles, Los Angeles, CA, 90095, USA
- Department of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA
| | - Nureddin Ashammakhi
- Center for Minimally Invasive Therapeutics (C-MIT), University of California, Los Angeles, Los Angeles, CA, 90095, USA
- Department of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA
- Department of Radiological Sciences, University of California, Los Angeles, Los Angeles, CA, 90095, USA
| | - Mehmet R Dokmeci
- Center for Minimally Invasive Therapeutics (C-MIT), University of California, Los Angeles, Los Angeles, CA, 90095, USA
- Department of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA
- Terasaki Institute for Biomedical Innovation (TIBI), Los Angeles, CA, 90024, USA
- Department of Radiological Sciences, University of California, Los Angeles, Los Angeles, CA, 90095, USA
| | - Dino Di Carlo
- Department of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA
| | - Ali Khademhosseini
- Center for Minimally Invasive Therapeutics (C-MIT), University of California, Los Angeles, Los Angeles, CA, 90095, USA
- Department of Bioengineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA
- Terasaki Institute for Biomedical Innovation (TIBI), Los Angeles, CA, 90024, USA
- Department of Radiological Sciences, University of California, Los Angeles, Los Angeles, CA, 90095, USA
- Department of Chemical and Biomolecular Engineering, University of California, Los Angeles, Los Angeles, CA, 90095, USA
| |
Collapse
|
30
|
Sesen M, Whyte G. Image-Based Single Cell Sorting Automation in Droplet Microfluidics. Sci Rep 2020; 10:8736. [PMID: 32457421 PMCID: PMC7250914 DOI: 10.1038/s41598-020-65483-2] [Citation(s) in RCA: 50] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2019] [Accepted: 05/06/2020] [Indexed: 12/13/2022] Open
Abstract
The recent boom in single-cell omics has brought researchers one step closer to understanding the biological mechanisms associated with cell heterogeneity. Rare cells that have historically been obscured by bulk measurement techniques are being studied by single cell analysis and providing valuable insight into cell function. To support this progress, novel upstream capabilities are required for single cell preparation for analysis. Presented here is a droplet microfluidic, image-based single-cell sorting technique that is flexible and programmable. The automated system performs real-time dual-camera imaging (brightfield & fluorescent), processing, decision making and sorting verification. To demonstrate capabilities, the system was used to overcome the Poisson loading problem by sorting for droplets containing a single red blood cell with 85% purity. Furthermore, fluorescent imaging and machine learning was used to load single K562 cells amongst clusters based on their instantaneous size and circularity. The presented system aspires to replace manual cell handling techniques by translating expert knowledge into cell sorting automation via machine learning algorithms. This powerful technique finds application in the enrichment of single cells based on their micrographs for further downstream processing and analysis.
Collapse
Affiliation(s)
- Muhsincan Sesen
- Heriot-Watt University, Institute of Biological Chemistry, Biophysics and Bioengineering, Edinburgh, EH14 4AS, United Kingdom
- Imperial College London, Department of Bioengineering, London, SW7 2AZ, United Kingdom
| | - Graeme Whyte
- Heriot-Watt University, Institute of Biological Chemistry, Biophysics and Bioengineering, Edinburgh, EH14 4AS, United Kingdom.
| |
Collapse
|
31
|
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.
Collapse
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:
| |
Collapse
|
32
|
Yao Z, Kwan CC, Poon AW. An optofluidic "tweeze-and-drag" cell stretcher in a microfluidic channel. LAB ON A CHIP 2020; 20:601-613. [PMID: 31909404 DOI: 10.1039/c9lc01026b] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
The mechanical properties of biological cells are utilized as an inherent, label-free biomarker to indicate physiological and pathological changes of cells. Although various optical and microfluidic techniques have been developed for cell mechanical characterization, there is still a strong demand for non-contact and continuous methods. Here, by combining optical and microfluidic techniques in a single desktop platform, we demonstrate an optofluidic cell stretcher based on a "tweeze-and-drag" mechanism using a periodically chopped, tightly focused laser beam as an optical tweezer to trap a cell temporarily and a flow-induced drag force to stretch the cell in a microfluidic channel transverse to the tweezer. Our method leverages the advantages of non-contact optical forces and a microfluidic flow for both cell stretching and continuous cell delivery. We demonstrate the stretcher for mechanical characterization of rabbit red blood cells (RBCs), with a throughput of ∼1 cell per s at a flow rate of 2.5 μl h-1 at a continuous-wave laser power of ∼25 mW at a wavelength of 1064 nm (chopped at 2 Hz). We estimate the spring constant of RBCs to be ∼14.9 μN m-1. Using the stretcher, we distinguish healthy RBCs and RBCs treated with glutaraldehyde at concentrations of 5 × 10-4% to 2.5 × 10-3%, with a strain-to-concentration sensitivity of ∼-1529. By increasing the optical power to ∼45 mW, we demonstrate cell-stretching under a higher flow rate of 4 μl h-1, with a higher throughput of ∼1.5 cells per s and a higher sensitivity of ∼-2457. Our technique shows promise for applications in the fields of healthcare monitoring and biomechanical studies.
Collapse
Affiliation(s)
- Zhanshi Yao
- Photonic Device Laboratory, Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong SAR, China.
| | - Ching Chi Kwan
- Photonic Device Laboratory, Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong SAR, China.
| | - Andrew W Poon
- Photonic Device Laboratory, Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong SAR, China.
| |
Collapse
|
33
|
Santos‐Ferreira T, Herbig M, Otto O, Carido M, Karl MO, Michalakis S, Guck J, Ader M. Morpho-Rheological Fingerprinting of Rod Photoreceptors Using Real-Time Deformability Cytometry. Cytometry A 2019; 95:1145-1157. [PMID: 31107590 PMCID: PMC6900160 DOI: 10.1002/cyto.a.23798] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2019] [Revised: 04/30/2019] [Accepted: 05/06/2019] [Indexed: 01/09/2023]
Abstract
Distinct cell-types within the retina are mainly specified by morphological and molecular parameters, however, physical properties are increasingly recognized as a valuable tool to characterize and distinguish cells in diverse tissues. High-throughput analysis of morpho-rheological features has recently been introduced using real-time deformability cytometry (RT-DC) providing new insights into the properties of different cell-types. Rod photoreceptors represent the main light sensing cells in the mouse retina that during development forms apically the densely packed outer nuclear layer. Currently, enrichment and isolation of photoreceptors from retinal primary tissue or pluripotent stem cell-derived organoids for analysis, molecular profiling, or transplantation is achieved using flow cytometry or magnetic activated cell sorting approaches. However, such purification methods require genetic modification or identification of cell surface binding antibody panels. Using primary retina and embryonic stem cell-derived retinal organoids, we characterized the inherent morpho-mechanical properties of mouse rod photoreceptors during development based on RT-DC. We demonstrate that rods become smaller and more compliant throughout development and that these features are suitable to distinguish rods within heterogenous retinal tissues. Hence, physical properties should be considered as additional factors that might affect photoreceptor differentiation and retinal development besides representing potential parameters for label-free sorting of photoreceptors. © 2019 The Authors. Cytometry Part A published by Wiley Periodicals, Inc. on behalf of International Society for Advancement of Cytometry.
Collapse
Affiliation(s)
- Tiago Santos‐Ferreira
- CRTD/Center for Regenerative Therapies Dresden, Center for Molecular and Cellular BioengineeringTechnische Universität DresdenDresdenGermany
| | - Maik Herbig
- Biotechnology Center, Center for Molecular and Cellular BioengineeringTechnische Universität DresdenDresdenGermany
| | - Oliver Otto
- Biotechnology Center, Center for Molecular and Cellular BioengineeringTechnische Universität DresdenDresdenGermany
- Centre for Innovation Competence: Humoral Immune Reactions in Cardiovascular Diseases (HIKE)University of GreifswaldGreifswaldGermany
| | - Madalena Carido
- CRTD/Center for Regenerative Therapies Dresden, Center for Molecular and Cellular BioengineeringTechnische Universität DresdenDresdenGermany
| | - Mike O. Karl
- CRTD/Center for Regenerative Therapies Dresden, Center for Molecular and Cellular BioengineeringTechnische Universität DresdenDresdenGermany
- German Center for Neurodegenerative Diseases (DZNE)DresdenGermany
| | - Stylianos Michalakis
- Center for Integrated Protein Science Munich (CiPSM), Department of Pharmacy—Center for Drug ResearchLudwig‐Maximilians‐Universität MünchenMunichGermany
| | - Jochen Guck
- Biotechnology Center, Center for Molecular and Cellular BioengineeringTechnische Universität DresdenDresdenGermany
| | - Marius Ader
- CRTD/Center for Regenerative Therapies Dresden, Center for Molecular and Cellular BioengineeringTechnische Universität DresdenDresdenGermany
| |
Collapse
|
34
|
Salafi T, Zhang Y, Zhang Y. A Review on Deterministic Lateral Displacement for Particle Separation and Detection. NANO-MICRO LETTERS 2019; 11:77. [PMID: 34138050 PMCID: PMC7770818 DOI: 10.1007/s40820-019-0308-7] [Citation(s) in RCA: 84] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2019] [Accepted: 08/25/2019] [Indexed: 05/03/2023]
Abstract
The separation and detection of particles in suspension are essential for a wide spectrum of applications including medical diagnostics. In this field, microfluidic deterministic lateral displacement (DLD) holds a promise due to the ability of continuous separation of particles by size, shape, deformability, and electrical properties with high resolution. DLD is a passive microfluidic separation technique that has been widely implemented for various bioparticle separations from blood cells to exosomes. DLD techniques have been previously reviewed in 2014. Since then, the field has matured as several physics of DLD have been updated, new phenomena have been discovered, and various designs have been presented to achieve a higher separation performance and throughput. Furthermore, some recent progress has shown new clinical applications and ability to use the DLD arrays as a platform for biomolecules detection. This review provides a thorough discussion on the recent progress in DLD with the topics based on the fundamental studies on DLD models and applications for particle separation and detection. Furthermore, current challenges and potential solutions of DLD are also discussed. We believe that a comprehensive understanding on DLD techniques could significantly contribute toward the advancements in the field for various applications. In particular, the rapid, low-cost, and high-throughput particle separation and detection with DLD have a tremendous impact for point-of-care diagnostics.
Collapse
Affiliation(s)
- Thoriq Salafi
- NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore, 119077, Singapore
- Department of Biomedical Engineering, National University of Singapore, Singapore, 117583, Singapore
| | - Yi Zhang
- Department of Biomedical Engineering, National University of Singapore, Singapore, 117583, Singapore
| | - Yong Zhang
- NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore, 119077, Singapore.
- Department of Biomedical Engineering, National University of Singapore, Singapore, 117583, Singapore.
| |
Collapse
|
35
|
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.
Collapse
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
| | | |
Collapse
|
36
|
Chien W, Zhang Z, Gompper G, Fedosov DA. Deformation and dynamics of erythrocytes govern their traversal through microfluidic devices with a deterministic lateral displacement architecture. BIOMICROFLUIDICS 2019; 13:044106. [PMID: 31372194 PMCID: PMC6660305 DOI: 10.1063/1.5112033] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/01/2019] [Accepted: 07/10/2019] [Indexed: 05/11/2023]
Abstract
Deterministic lateral displacement (DLD) microfluidic devices promise versatile and precise processing of biological samples. However, this prospect has been realized so far only for rigid spherical particles and remains limited for biological cells due to the complexity of cell dynamics and deformation in microfluidic flow. We employ mesoscopic hydrodynamics simulations of red blood cells (RBCs) in DLD devices with circular posts to better understand the interplay between cell behavior in complex microfluidic flow and sorting capabilities of such devices. We construct a mode diagram of RBC behavior (e.g., displacement, zig-zagging, and intermediate modes) and identify several regimes of RBC dynamics (e.g., tumbling, tank-treading, and trilobe motion). Furthermore, we link the complex interaction dynamics of RBCs with the post to their effective cell size and discuss relevant physical mechanisms governing the dynamic cell states. In conclusion, sorting of RBCs in DLD devices based on their shear elasticity is, in general, possible but requires fine-tuning of flow conditions to targeted mechanical properties of the RBCs.
Collapse
Affiliation(s)
- Wei Chien
- Theoretical Soft Matter and Biophysics, Institute of Complex Systems and Institute for Advanced Simulation, Forschungszentrum Jülich, 52425 Jülich, Germany
| | - Zunmin Zhang
- Theoretical Soft Matter and Biophysics, Institute of Complex Systems and Institute for Advanced Simulation, Forschungszentrum Jülich, 52425 Jülich, Germany
| | - Gerhard Gompper
- Theoretical Soft Matter and Biophysics, Institute of Complex Systems and Institute for Advanced Simulation, Forschungszentrum Jülich, 52425 Jülich, Germany
| | - Dmitry A. Fedosov
- Theoretical Soft Matter and Biophysics, Institute of Complex Systems and Institute for Advanced Simulation, Forschungszentrum Jülich, 52425 Jülich, Germany
| |
Collapse
|
37
|
Reale R, De Ninno A, Businaro L, Bisegna P, Caselli F. High-throughput electrical position detection of single flowing particles/cells with non-spherical shape. LAB ON A CHIP 2019; 19:1818-1827. [PMID: 30997463 DOI: 10.1039/c9lc00071b] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
We present an innovative impedance cytometer for the measurement of the cross-sectional position of single particles or cells flowing in a microchannel. As predicted by numerical simulations and experimentally validated, the proposed approach is applicable to particles/cells with either spherical or non-spherical shape. In particular, the optics-free high-throughput position detection of individual flowing red blood cells (RBCs) is demonstrated and applied to monitor RBCs hydrodynamic focusing under different sheath flow conditions. Moreover, the device provides multiparametric information useful for lab-on-a-chip applications, including particle inter-arrival times and velocity profile, as well as RBCs mean corpuscular volume, distribution width and electrical opacity.
Collapse
Affiliation(s)
- Riccardo Reale
- Department of Civil Engineering and Computer Science, University of Rome Tor Vergata, 00133 Rome, Italy.
| | | | | | | | | |
Collapse
|
38
|
Abay A, Simionato G, Chachanidze R, Bogdanova A, Hertz L, Bianchi P, van den Akker E, von Lindern M, Leonetti M, Minetti G, Wagner C, Kaestner L. Glutaraldehyde - A Subtle Tool in the Investigation of Healthy and Pathologic Red Blood Cells. Front Physiol 2019; 10:514. [PMID: 31139090 PMCID: PMC6527840 DOI: 10.3389/fphys.2019.00514] [Citation(s) in RCA: 48] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2019] [Accepted: 04/11/2019] [Indexed: 01/03/2023] Open
Abstract
Glutaraldehyde is a well-known substance used in biomedical research to fix cells. Since hemolytic anemias are often associated with red blood cell shape changes deviating from the biconcave disk shape, conservation of these shapes for imaging in general and 3D-imaging in particular, like confocal microscopy, scanning electron microscopy or scanning probe microscopy is a common desire. Along with the fixation comes an increase in the stiffness of the cells. In the context of red blood cells this increased rigidity is often used to mimic malaria infected red blood cells because they are also stiffer than healthy red blood cells. However, the use of glutaraldehyde is associated with numerous pitfalls: (i) while the increase in rigidity by an application of increasing concentrations of glutaraldehyde is an analog process, the fixation is a rather digital event (all or none); (ii) addition of glutaraldehyde massively changes osmolality in a concentration dependent manner and hence cell shapes can be distorted; (iii) glutaraldehyde batches differ in their properties especially in the ratio of monomers and polymers; (iv) handling pitfalls, like inducing shear artifacts of red blood cell shapes or cell density changes that needs to be considered, e.g., when working with cells in flow; (v) staining glutaraldehyde treated red blood cells need different approaches compared to living cells, for instance, because glutaraldehyde itself induces a strong fluorescence. Within this paper we provide documentation about the subtle use of glutaraldehyde on healthy and pathologic red blood cells and how to deal with or circumvent pitfalls.
Collapse
Affiliation(s)
- Asena Abay
- Dynamics of Fluids, Department of Experimental Physics, Saarland University, Saarbrücken, Germany.,Landsteiner Laboratory, Sanquin, Amsterdam, Netherlands
| | - Greta Simionato
- Dynamics of Fluids, Department of Experimental Physics, Saarland University, Saarbrücken, Germany.,Theoretical Medicine and Biosciences, Saarland University, Homburg, Germany
| | - Revaz Chachanidze
- Dynamics of Fluids, Department of Experimental Physics, Saarland University, Saarbrücken, Germany.,Université Grenoble Alpes, CNRS, Grenoble INP, LRP, Grenoble, France
| | - Anna Bogdanova
- Red Blood Cell Research Group, Institute of Veterinary Physiology, Vetsuisse Faculty and the Zurich Center for Integrative Human Physiology (ZIHP), University of Zurich, Zurich, Switzerland
| | - Laura Hertz
- Dynamics of Fluids, Department of Experimental Physics, Saarland University, Saarbrücken, Germany.,Theoretical Medicine and Biosciences, Saarland University, Homburg, Germany
| | - Paola Bianchi
- UOC Ematologia, UOS Fisiopatologia delle Anemie, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | | | | | - Marc Leonetti
- Université Grenoble Alpes, CNRS, Grenoble INP, LRP, Grenoble, France
| | - Giampaolo Minetti
- Laboratory of Biochemistry, Department of Biology and Biotechnology, University of Pavia, Pavia, Italy
| | - Christian Wagner
- Dynamics of Fluids, Department of Experimental Physics, Saarland University, Saarbrücken, Germany.,Physics and Materials Science Research Unit, University of Luxembourg, Luxembourg City, Luxembourg
| | - Lars Kaestner
- Dynamics of Fluids, Department of Experimental Physics, Saarland University, Saarbrücken, Germany.,Theoretical Medicine and Biosciences, Saarland University, Homburg, Germany
| |
Collapse
|
39
|
Aghilinejad A, Aghaamoo M, Chen X. On the transport of particles/cells in high-throughput deterministic lateral displacement devices: Implications for circulating tumor cell separation. BIOMICROFLUIDICS 2019; 13:034112. [PMID: 31186821 PMCID: PMC6534492 DOI: 10.1063/1.5092718] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/13/2019] [Accepted: 05/11/2019] [Indexed: 05/11/2023]
Abstract
Deterministic lateral displacement (DLD), which takes advantage of the asymmetric bifurcation of laminar flow around the embedded microposts, has shown promising capabilities in separating cells and particles of different sizes. Growing interest in utilizing high-throughput DLD devices for practical applications, such as circulating tumor cell separation, necessitates employing higher flow rates in these devices, leading to operating in moderate to high Reynolds number (Re) regimes. Despite extensive research on DLD devices in the creeping regime, limited research has focused on the physics of flow, critical size of the device, and deformable cell behavior in DLD devices at moderate to high Re. In this study, the transport behavior of particles/cells is investigated in realistic high-throughput DLD devices with hundreds of microposts by utilizing multiphysics modeling. A practical formula is proposed for the prediction of the device critical size, which could serve as a design guideline for high-throughput DLD devices. Then, the complex hydrodynamic interactions between a deformable cell and DLD post arrays are investigated. A dimensionless index is utilized for comparing different post designs to quantify the cell-post interaction. It is shown that the separation performances in high-throughput devices are highly affected by Re as well as the micropost shapes. These findings can be utilized for the design and optimization of high-throughput DLD microfluidic devices.
Collapse
Affiliation(s)
- Arian Aghilinejad
- School of Engineering and Computer Science, Washington State University Vancouver, Vancouver, Washington 98686-9600, USA
| | - Mohammad Aghaamoo
- Department of Biomedical Engineering, University of California Irvine, Irvine, California 92697-2715, USA
| | - Xiaolin Chen
- School of Engineering and Computer Science, Washington State University Vancouver, Vancouver, Washington 98686-9600, USA
- Author to whom correspondence should be addressed:. Tel.: +1 360 546 9117. Fax: +1 360 546 9438
| |
Collapse
|
40
|
Saha AK, Schmidt BR, Wilhelmy J, Nguyen V, Abugherir A, Do JK, Nemat-Gorgani M, Davis RW, Ramasubramanian AK. Red blood cell deformability is diminished in patients with Chronic Fatigue Syndrome. Clin Hemorheol Microcirc 2019; 71:113-116. [PMID: 30594919 PMCID: PMC6398549 DOI: 10.3233/ch-180469] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
BACKGROUND: Myalgic encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) is a poorly understood disease. Amongst others symptoms, the disease is associated with profound fatigue, cognitive dysfunction, sleep abnormalities, and other symptoms that are made worse by physical or mental exertion. While the etiology of the disease is still debated, evidence suggests oxidative damage to immune and hematological systems as one of the pathophysiological mechanisms of the disease. Since red blood cells (RBCs) are well-known scavengers of oxidative stress, and are critical in microvascular perfusion and tissue oxygenation, we hypothesized that RBC deformability is adversely affected in ME/CFS. METHODS: We used a custom microfluidic platform and high-speed microscopy to assess the difference in deformability of RBCs obtained from ME/CFS patients and age-matched healthy controls. RESULTS AND CONCLUSION: We observed from various measures of deformability that the RBCs isolated from ME/CFS patients were significantly stiffer than those from healthy controls. Our observations suggest that RBC transport through microcapillaries may explain, at least in part, the ME/CFS phenotype, and promises to be a novel first-pass diagnostic test.
Collapse
Affiliation(s)
- Amit K Saha
- Department of Chemical and Materials Engineering, San José State University, San José, CA, USA.,Stanford Genome Technology Center, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Brendan R Schmidt
- Department of Chemical and Materials Engineering, San José State University, San José, CA, USA
| | - Julie Wilhelmy
- Stanford Genome Technology Center, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Vy Nguyen
- Department of Chemical and Materials Engineering, San José State University, San José, CA, USA
| | - Abed Abugherir
- Department of Chemical and Materials Engineering, San José State University, San José, CA, USA
| | - Justin K Do
- Department of Chemical and Materials Engineering, San José State University, San José, CA, USA
| | - Mohsen Nemat-Gorgani
- Stanford Genome Technology Center, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Ronald W Davis
- Stanford Genome Technology Center, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Anand K Ramasubramanian
- Department of Chemical and Materials Engineering, San José State University, San José, CA, USA
| |
Collapse
|
41
|
Calero V, Garcia-Sanchez P, Honrado C, Ramos A, Morgan H. AC electrokinetic biased deterministic lateral displacement for tunable particle separation. LAB ON A CHIP 2019; 19:1386-1396. [PMID: 30912779 DOI: 10.1039/c8lc01416g] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
We describe a novel particle separation technique that combines deterministic lateral displacement (DLD) with orthogonal electrokinetic forces. DLD is a microfluidic technique for continuous flow particle separation based on size. We describe new tunable devices that use a combination of AC electric fields with DLD to separate particles below the critical diameter. Planar electrodes were integrated into a classical DLD device to produce a force orthogonal to the fluid flow direction. Experiments with 3.0 μm, 1.0 μm and 500 nm diameter microspheres show that at low frequencies (up to 500 Hz) particles oscillate in the direction of the field due to electrophoretic (EP)/electroosmotic (EO) forces. As the frequency of the field increases, the amplitude of these oscillations vanishes and, eventually dielectrophoresis (DEP) becomes the dominant electrokinetic force on the particles (DEP arises from electric field inhomogeneities caused by the presence of the DLD posts). Both mechanisms alter the paths of the particles inside the DLD devices leading to enhanced sorting of particles below the critical diameter of the device.
Collapse
Affiliation(s)
- Victor Calero
- School of Electronics and Computer Science, and Institute for Life Sciences, University of Southampton, UK.
| | | | | | | | | |
Collapse
|
42
|
Urbansky A, Olm F, Scheding S, Laurell T, Lenshof A. Label-free separation of leukocyte subpopulations using high throughput multiplex acoustophoresis. LAB ON A CHIP 2019; 19:1406-1416. [PMID: 30869100 DOI: 10.1039/c9lc00181f] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Multiplex separation of mixed cell samples is required in a variety of clinical and research applications. Herein, we present an acoustic microchip with multiple outlets and integrated pre-alignment channel to enable high performance and label-free separation of three different cell or particle fractions simultaneously at high sample throughput. By implementing a new cooling system for rigorous temperature control and minimal acoustic energy losses, we were able to operate the system isothermally and sort suspensions of 3, 5 and 7 μm beads with high efficiencies (>95.4%) and purities (>96.3%) at flow rates up to 500 μL min-1 corresponding to a throughput of ∼2.5 × 106 beads per min. Also, human viable white blood cells were successfully fractionated into lymphocytes, monocytes and granulocytes with high purities of 96.5 ± 1.6%, 71.8 ± 10.1% and 98.8 ± 0.5%, respectively, as well as high efficiencies (96.8 ± 3.3%, 66.7 ± 3.2% and 99.0 ± 0.7%) at flow rates up to 100 μL min-1 (∼100 000 cells per min). By increasing the flow rate up to 300 μL min-1 (∼300 000 cells per min) both lymphocytes and granulocytes were still recovered with high purities (92.8 ± 1.9%, 98.2 ± 1 .0%), whereas the monocyte purity decreased to 20.9 ± 10.3%. The proposed isothermal multiplex acoustophoresis platform offers efficient fractionation of complex samples in a label-free and continuous manner at thus far unreached high sample throughput rates.
Collapse
Affiliation(s)
- Anke Urbansky
- Department of Biomedical Engineering, Lund University, Lund, Sweden.
| | | | | | | | | |
Collapse
|
43
|
Losserand S, Coupier G, Podgorski T. Migration velocity of red blood cells in microchannels. Microvasc Res 2019; 124:30-36. [PMID: 30831125 DOI: 10.1016/j.mvr.2019.02.003] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2018] [Revised: 02/18/2019] [Accepted: 02/18/2019] [Indexed: 11/25/2022]
Abstract
The lateral migration of red blood cells (RBCs) in confined channel flows is an important ingredient of microcirculatory hydrodynamics and is involved in the development of a cell free layer near vessel walls and influences the distribution of RBCs in networks. It is also relevant to a number of lab-on-chip applications. This migration is a consequence of their deformability and is due to the combined effects of hydrodynamic wall repulsion and the curvature of the fluid velocity profile. We performed microfluidic experiments with dilute suspensions of RBCs in which the trajectories and migration away from the channel wall are analyzed to extract the mean behavior, from which we propose a generic scaling law for the transverse migration velocity valid in a whole range of parameters relevant to microcirculatory and practical situations. Experiments with RBCs of different mechanical properties (separated by density gradient sedimentation or fixed with glutaraldehyde) show the influence of this parameter which can induce significant dispersion of the trajectories.
Collapse
Affiliation(s)
| | - Gwennou Coupier
- Université Grenoble Alpes, CNRS, LIPhy, Grenoble F-38000, France
| | - Thomas Podgorski
- Université Grenoble Alpes, CNRS, LIPhy, Grenoble F-38000, France
| |
Collapse
|
44
|
Continuous Separation of Circulating Tumor Cells from Whole Blood Using a Slanted Weir Microfluidic Device. Cancers (Basel) 2019; 11:cancers11020200. [PMID: 30744156 PMCID: PMC6406949 DOI: 10.3390/cancers11020200] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Revised: 01/24/2019] [Accepted: 02/01/2019] [Indexed: 01/03/2023] Open
Abstract
The separation of circulating tumor cells (CTCs) from the peripheral blood is an important issue that has been highlighted because of their high clinical potential. However, techniques that depend solely on tumor-specific surface molecules or just the larger size of CTCs are limited by tumor heterogeneity. Here, we present a slanted weir microfluidic device that utilizes the size and deformability of CTCs to separate them from the unprocessed whole blood. By testing its ability using a highly invasive breast cancer cell line, our device achieved a 97% separation efficiency, while showing an 8-log depletion of erythrocytes and 5.6-log depletion of leukocytes. We also developed an image analysis tool that was able to characterize the various morphologies and differing deformability of the separating cells. From the results, we believe our system possesses a high potential for liquid biopsy, aiding future cancer research.
Collapse
|
45
|
Lee J, Mena SE, Burns MA. Micro-Particle Operations Using Asymmetric Traps. Sci Rep 2019; 9:1278. [PMID: 30718531 PMCID: PMC6362267 DOI: 10.1038/s41598-018-37454-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2018] [Accepted: 11/28/2018] [Indexed: 12/19/2022] Open
Abstract
Micro-particle operations in many lab-on-a-chip devices require active-type techniques that are accompanied by complex fabrication and operation. The present study describes an alternative method using a passive microfluidic scheme that allows for simpler operation and, therefore, potentially less expensive devices. We present three practical micro-particle operations using our previously developed passive mechanical trap, the asymmetric trap, in a non-acoustic oscillatory flow field. First, we demonstrate size-based segregation of both binary and ternary micro-particle mixtures using size-dependent trap-particle interactions to induce different transport speeds for each particle type. The degree of segregation, yield, and purity of the binary segregations are 0.97 ± 0.02, 0.96 ± 0.06, and 0.95 ± 0.05, respectively. Next, we perform a solution exchange by displacing particles from one solution into another in a trap array. Lastly, we focus and split groups of micro-particles by exploiting the transport polarity of asymmetric traps. These operations can be implemented in any closed fluidic circuit containing asymmetric traps using non-acoustic oscillatory flow, and they open new opportunities to flexibly control micro-particles in integrated lab-on-a-chip platforms with minimal external equipment.
Collapse
Affiliation(s)
- Jaesung Lee
- Department of Chemical Engineering, University of Michigan, Ann Arbor, 48109, USA
| | - Sarah E Mena
- Department of Chemical Engineering, University of Michigan, Ann Arbor, 48109, USA
| | - Mark A Burns
- Department of Chemical Engineering, University of Michigan, Ann Arbor, 48109, USA. .,Department of Biomedical Engineering, University of Michigan, Ann Arbor, 48109, USA.
| |
Collapse
|
46
|
Xavier M, Holm SH, Beech JP, Spencer D, Tegenfeldt JO, Oreffo ROC, Morgan H. Label-free enrichment of primary human skeletal progenitor cells using deterministic lateral displacement. LAB ON A CHIP 2019; 19:513-523. [PMID: 30632599 DOI: 10.1039/c8lc01154k] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
Skeletal stem cells (SSCs) are present in bone marrow (BM) and offer great potential for bone regenerative therapies. However, in the absence of a unique marker, current sorting approaches remain challenging in the quest for simple strategies to deliver SSCs with consistent regeneration and differentiation capacities. Microfluidics offers the possibility to sort cells marker-free, based on intrinsic biophysical properties. Recent studies indicate that SSCs are stiffer than leukocytes and are contained within the larger cell fraction in BM. This paper describes the use of deterministic lateral displacement (DLD) to sort SSCs based on cell size and stiffness. DLD is a technology that uses arrays of micropillars to sort cells based on their diameter. Cell deformation within the device can change the cell size and affect sorting - here evidenced using human cell lines and by fractionation of expanded SSCs. Following sorting, SSCs remained viable and retained their capacity to form clonogenic cultures (CFU-F), indicative of stem cell potential. Additionally, larger BM cells showed enhanced capacity to form CFU-F. These findings support the theory that SSCs are more abundant within the larger BM cell fraction and that DLD, or other size-based approaches, could be used to provide enriched SSC populations with significant implications for stem cell research and translation to the clinic.
Collapse
Affiliation(s)
- Miguel Xavier
- Faculty of Physical Sciences and Engineering, and Institute for Life Sciences, University of Southampton, SO17 1BJ, UK.
| | | | | | | | | | | | | |
Collapse
|
47
|
Alam MK, Koomson E, Zou H, Yi C, Li CW, Xu T, Yang M. Recent advances in microfluidic technology for manipulation and analysis of biological cells (2007–2017). Anal Chim Acta 2018; 1044:29-65. [DOI: 10.1016/j.aca.2018.06.054] [Citation(s) in RCA: 51] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2018] [Revised: 06/19/2018] [Accepted: 06/19/2018] [Indexed: 12/17/2022]
|
48
|
Dasanna AK, Schwarz US. Adhesion-based sorting of blood cells: an adhesive dynamics simulation study. SOFT MATTER 2018; 14:9061-9070. [PMID: 30394471 DOI: 10.1039/c8sm01524d] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Blood cells can be sorted in microfluidic devices not only based on their sizes and deformability, but also based on their adhesive properties. In particular, white blood cells have been shown to be sorted out by using adhesive micropatterns made from stripes that are tilted in regard to the direction of shear flow. Here we use adhesive dynamics simulations for round cells to quantitatively investigate this effect and to predict the optimal tilt angle. We then apply our method to predict optimal sorting conditions for malaria-infected red blood cells, which like white blood cells also adhere to and roll on adhesive substrates.
Collapse
Affiliation(s)
- Anil K Dasanna
- BioQuant and Institute of Theoretical Physics, Heidelberg University, Heidelberg, Germany.
| | | |
Collapse
|
49
|
Liu Z, Chen R, Li Y, Liu J, Wang P, Xia X, Qin L. Integrated Microfluidic Chip for Efficient Isolation and Deformability Analysis of Circulating Tumor Cells. ACTA ACUST UNITED AC 2018. [DOI: 10.1002/adbi.201800200] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Zongbin Liu
- Department of Nanomedicine; Houston Methodist Research Institute; Houston TX 77030 USA
- Department of Cell and Developmental Biology; Weill Medical College of Cornell University; New York NY 10065 USA
| | - Rui Chen
- Department of Nanomedicine; Houston Methodist Research Institute; Houston TX 77030 USA
- Department of Cell and Developmental Biology; Weill Medical College of Cornell University; New York NY 10065 USA
- The Third Affiliated Hospital of Guangzhou Medical University; Guangzhou Medical University; Guangzhou Guangdong 510150 China
| | - Ying Li
- Department of Nanomedicine; Houston Methodist Research Institute; Houston TX 77030 USA
- Department of Cell and Developmental Biology; Weill Medical College of Cornell University; New York NY 10065 USA
| | - Jianqiao Liu
- The Third Affiliated Hospital of Guangzhou Medical University; Guangzhou Medical University; Guangzhou Guangdong 510150 China
| | - Ping Wang
- Department of Pathology and Genomic Medicine; Houston Methodist Hospital; Houston TX 77030 USA
| | - Xuefeng Xia
- The Third Affiliated Hospital of Guangzhou Medical University; Guangzhou Medical University; Guangzhou Guangdong 510150 China
| | - Lidong Qin
- Department of Nanomedicine; Houston Methodist Research Institute; Houston TX 77030 USA
- Department of Cell and Developmental Biology; Weill Medical College of Cornell University; New York NY 10065 USA
| |
Collapse
|
50
|
Khan M, Mao S, Li W, Lin J. Microfluidic Devices in the Fast‐Growing Domain of Single‐Cell Analysis. Chemistry 2018; 24:15398-15420. [DOI: 10.1002/chem.201800305] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2018] [Indexed: 12/19/2022]
Affiliation(s)
- Mashooq Khan
- Department of Chemistry, Beijing Key Laboratory of Microanalytical Methods and Instrumentation, MOE Key Laboratory of Bioorganic Phosphorus Chemistry, & Chemical Biology Tsinghua University Beijing 100084 China
| | - Sifeng Mao
- Department of Chemistry, Beijing Key Laboratory of Microanalytical Methods and Instrumentation, MOE Key Laboratory of Bioorganic Phosphorus Chemistry, & Chemical Biology Tsinghua University Beijing 100084 China
| | - Weiwei Li
- Department of Chemistry, Beijing Key Laboratory of Microanalytical Methods and Instrumentation, MOE Key Laboratory of Bioorganic Phosphorus Chemistry, & Chemical Biology Tsinghua University Beijing 100084 China
| | - Jin‐Ming Lin
- Department of Chemistry, Beijing Key Laboratory of Microanalytical Methods and Instrumentation, MOE Key Laboratory of Bioorganic Phosphorus Chemistry, & Chemical Biology Tsinghua University Beijing 100084 China
| |
Collapse
|