1
|
Namagondlu Seetharamaiah G, Marisiddappa L, Dhareshwar S, Rani S, Das N. Application of therapeutic ultrasonic waves across the dialyzer membrane: A pilot study on the impact on dialyzer clearance and safety. Hemodial Int 2024. [PMID: 38783838 DOI: 10.1111/hdi.13161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Revised: 03/27/2024] [Accepted: 05/11/2024] [Indexed: 05/25/2024]
Abstract
INTRODUCTION Progressive clogging of the dialyzer membrane during hemodialysis can compromise solute removal efficiency. Existing solutions fall short in addressing intradialytic reduction of dialyzer clearance. This pilot study aims to assess the impact and safety of applying therapeutic ultrasonic waves to dialyzers for mitigating intradialytic clogging. METHODS In this pilot study, 15 stable maintenance hemodialysis patients (12 males and 3 females) were enrolled. Each patient served as their own control. They underwent one session of hemodialysis with the application of therapeutic ultrasonic waves (Ultrasonic session) and were crossed-over to a second session without the use of ultrasonic waves (Control session). All the study sessions operated at a fixed dialysate flow rate of 500 mL/min and a blood flow rate of 250 or 300 mL/min. The adequacy of dialysis achieved during each session was monitored using Online Clearance Monitoring of the dialysis machines, and clearance K values, varying between 135 and 209 mL/min, were recorded, and plotted. A direct comparison between Control and Ultrasonic sessions was performed to assess the impact and safety of using ultrasonic waves during hemodialysis. FINDINGS The mean percentage decline in dialyzer clearance values was 4.41% for Ultrasonic sessions (SD: 5.3) and 12.69% for Control sessions (SD: 6.35) (p-value <0.001). This indicates that the application of ultrasonic waves reduced the decline in clearance values. The mean differences of the blood component parameters were comparable between both Ultrasonic sessions and Control sessions, suggesting the safety of utilizing ultrasonic waves during dialysis. Microscopic membrane analysis corroborated the safety. DISCUSSION Intradialytic clogging of dialyzer membranes is a significant problem that can cause dialysis inadequacy. Our study tackles this issue by introducing therapeutic ultrasonic waves to improve dialyzer clearance during hemodialysis sessions in patients.
Collapse
Affiliation(s)
| | | | | | | | - Nikhil Das
- Sedign Solutions Pvt. Ltd., Bengaluru, India
| |
Collapse
|
2
|
Magnusson C, Augustsson P, Undvall Anand E, Lenshof A, Josefsson A, Welén K, Bjartell A, Ceder Y, Lilja H, Laurell T. Acoustic Enrichment of Heterogeneous Circulating Tumor Cells and Clusters from Metastatic Prostate Cancer Patients. Anal Chem 2024; 96:6914-6921. [PMID: 38655666 PMCID: PMC11079855 DOI: 10.1021/acs.analchem.3c05371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Revised: 04/16/2024] [Accepted: 04/17/2024] [Indexed: 04/26/2024]
Abstract
BACKGROUND There are important unmet clinical needs to develop cell enrichment technologies to enable unbiased label-free isolation of both single cell and clusters of circulating tumor cells (CTCs) manifesting heterogeneous lineage specificity. Here, we report a pilot study based on the microfluidic acoustophoresis enrichment of CTCs using the CellSearch CTC assay as a reference modality. METHODS Acoustophoresis uses an ultrasonic standing wave field to separate cells based on biomechanical properties (size, density, and compressibility), resulting in inherently label-free and epitope-independent cell enrichment. Following red blood cell lysis and paraformaldehyde fixation, 6 mL of whole blood from 12 patients with metastatic prostate cancer and 20 healthy controls were processed with acoustophoresis and subsequent image cytometry. RESULTS Acoustophoresis enabled enrichment and characterization of phenotypic CTCs (EpCAM+, Cytokeratin+, DAPI+, CD45-/CD66b-) in all patients with metastatic prostate cancer and detected CTC-clusters composed of only CTCs or heterogeneous aggregates of CTCs clustered with various types of white blood cells in 9 out of 12 patients. By contrast, CellSearch did not detect any CTC clusters, but detected comparable numbers of phenotypic CTCs as acoustophoresis, with trends of finding a higher number of CTCs using acoustophoresis. CONCLUSION Our preliminary data indicate that acoustophoresis provides excellent possibilities to detect and characterize CTC clusters as a putative marker of metastatic disease and outcomes. Moreover, acoustophoresis enables the sensitive label-free enrichment of cells with epithelial phenotypes in blood and offers opportunities to detect and characterize CTCs undergoing epithelial-to-mesenchymal transitioning and lineage plasticity.
Collapse
Affiliation(s)
- Cecilia Magnusson
- Department
of Translational Medicine, Lund University, Lund SE-22100, Sweden
| | - Per Augustsson
- Department
of Biomedical Engineering, Lund University, Lund SE-22100, Sweden
| | - Eva Undvall Anand
- Department
of Biomedical Engineering, Lund University, Lund SE-22100, Sweden
| | - Andreas Lenshof
- Department
of Biomedical Engineering, Lund University, Lund SE-22100, Sweden
| | - Andreas Josefsson
- Institute
of Clinical Sciences, Department of Urology, Gothenburg University, Gothenburg SE-41345, Sweden
- Wallenberg
Center for Molecular Medicine, Umeå
University, Umeå SE-90187, Sweden
- Department
of Urology and Andrology, Institute of Surgery and Perioperative Sciences, Umeå University, Umeå SE-90185, Sweden
| | - Karin Welén
- Institute
of Clinical Sciences, Department of Urology, Gothenburg University, Gothenburg SE-41345, Sweden
| | - Anders Bjartell
- Department
of Translational Cancer Research, Lund University, Lund SE-22100, Sweden
| | - Yvonne Ceder
- Department
of Laboratory Medicine, Lund University, Lund SE-22100, Sweden
| | - Hans Lilja
- Department
of Translational Medicine, Lund University, Lund SE-22100, Sweden
- Department
of Pathology and Laboratory Medicine, Surgery (Urology), and Medicine
(GU Oncology), Memorial Sloan-Kettering
Cancer Center, New York, New York 10065, United States
| | - Thomas Laurell
- Department
of Biomedical Engineering, Lund University, Lund SE-22100, Sweden
| |
Collapse
|
3
|
Vachon P, Merugu S, Sharma J, Lal A, Ng EJ, Koh Y, Lee JEY, Lee C. Cavity-agnostic acoustofluidic manipulations enabled by guided flexural waves on a membrane acoustic waveguide actuator. MICROSYSTEMS & NANOENGINEERING 2024; 10:33. [PMID: 38463549 PMCID: PMC10920796 DOI: 10.1038/s41378-023-00643-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Revised: 11/09/2023] [Accepted: 12/04/2023] [Indexed: 03/12/2024]
Abstract
This article presents an in-depth exploration of the acoustofluidic capabilities of guided flexural waves (GFWs) generated by a membrane acoustic waveguide actuator (MAWA). By harnessing the potential of GFWs, cavity-agnostic advanced particle manipulation functions are achieved, unlocking new avenues for microfluidic systems and lab-on-a-chip development. The localized acoustofluidic effects of GFWs arising from the evanescent nature of the acoustic fields they induce inside a liquid medium are numerically investigated to highlight their unique and promising characteristics. Unlike traditional acoustofluidic technologies, the GFWs propagating on the MAWA's membrane waveguide allow for cavity-agnostic particle manipulation, irrespective of the resonant properties of the fluidic chamber. Moreover, the acoustofluidic functions enabled by the device depend on the flexural mode populating the active region of the membrane waveguide. Experimental demonstrations using two types of particles include in-sessile-droplet particle transport, mixing, and spatial separation based on particle diameter, along with streaming-induced counter-flow virtual channel generation in microfluidic PDMS channels. These experiments emphasize the versatility and potential applications of the MAWA as a microfluidic platform targeted at lab-on-a-chip development and showcase the MAWA's compatibility with existing microfluidic systems.
Collapse
Affiliation(s)
- Philippe Vachon
- Department of Electrical and Computer Engineering, National University of Singapore, Singapore, Singapore
- Institute of Microelectronics, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Srinivas Merugu
- Institute of Microelectronics, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Jaibir Sharma
- Institute of Microelectronics, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Amit Lal
- Institute of Microelectronics, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
- SonicMEMS Laboratory, School of Electrical and Computer Engineering, Cornell University, Ithaca, NY USA
| | - Eldwin J. Ng
- Institute of Microelectronics, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Yul Koh
- Institute of Microelectronics, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Joshua E.-Y. Lee
- Institute of Microelectronics, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
- School of Electrical and Data Engineering, University of Technology Sydney, Ultimo, NSW Australia
| | - Chengkuo Lee
- Department of Electrical and Computer Engineering, National University of Singapore, Singapore, Singapore
| |
Collapse
|
4
|
Ren X, Breadmore MC, Maya F. Bidimensional Dynamic Magnetic Levitation: Sequential Separation of Microplastics by Density and Size. Anal Chem 2024; 96:3259-3266. [PMID: 38363724 DOI: 10.1021/acs.analchem.3c02918] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/18/2024]
Abstract
There is a current gap in sample preparation techniques integrating the separation of microplastics according to their different material types and particle sizes. We describe herein the Bidimensional Dynamic Magnetic Levitation (2D-MagLev) technique, enabling the resolution of mixtures of microplastics sorting them by plastic type and particle size. Separations are carried out in a bespoke flow cell sandwiched between two ring magnets and connected to programmable pumps for flow control. The first separation dimension is based on sequential increases in the concentration of a paramagnetic salt (MnCl2), enabling magnetic levitation of microplastics with determined densities. The second dimension is based on increasing flow rate gradients and maintaining constant MnCl2 concentrations. This fractionates the magnetically levitating microplastics according to their different particle sizes. Microplastics are therefore collected by their increasing density, and the particles corresponding to each density are fractionated from smaller to larger size. Using polyethylene microspheres with defined density (1.03-1.13 g cm-3) and size (98-390 μm) as microplastic mimicking materials, we investigated their optimum threshold velocities for their size fractionation, potential effects of medium viscosity and sample loading, and types of flow rate gradients (linear, step). Performing a separation using a combination of step gradients in both MnCl2 concentration and flow rate, mixtures comprising microplastics of two different densities and three different particle sizes were separated. 2D-MagLev is simple, fast, versatile, and robust, opening new avenues to facilitate the study of the environmental presence and impact of microplastics.
Collapse
Affiliation(s)
- Xinpeng Ren
- Australian Centre for Research on Separation Science, School of Natural Sciences, University of Tasmania, Private Bag 75, Hobart, Tasmania 7001, Australia
| | - Michael C Breadmore
- Australian Centre for Research on Separation Science, School of Natural Sciences, University of Tasmania, Private Bag 75, Hobart, Tasmania 7001, Australia
| | - Fernando Maya
- Australian Centre for Research on Separation Science, School of Natural Sciences, University of Tasmania, Private Bag 75, Hobart, Tasmania 7001, Australia
| |
Collapse
|
5
|
Kim H, Kim S, Lim H, Chung AJ. Expanding CAR-T cell immunotherapy horizons through microfluidics. LAB ON A CHIP 2024; 24:1088-1120. [PMID: 38174732 DOI: 10.1039/d3lc00622k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2024]
Abstract
Chimeric antigen receptor (CAR)-T cell therapies have revolutionized cancer treatment, particularly in hematological malignancies. However, their application to solid tumors is limited, and they face challenges in safety, scalability, and cost. To enhance current CAR-T cell therapies, the integration of microfluidic technologies, harnessing their inherent advantages, such as reduced sample consumption, simplicity in operation, cost-effectiveness, automation, and high scalability, has emerged as a powerful solution. This review provides a comprehensive overview of the step-by-step manufacturing process of CAR-T cells, identifies existing difficulties at each production stage, and discusses the successful implementation of microfluidics and related technologies in addressing these challenges. Furthermore, this review investigates the potential of microfluidics-based methodologies in advancing cell-based therapy across various applications, including solid tumors, next-generation CAR constructs, T-cell receptors, and the development of allogeneic "off-the-shelf" CAR products.
Collapse
Affiliation(s)
- Hyelee Kim
- Department of Bioengineering, Korea University, 02841 Seoul, Republic of Korea
- Interdisciplinary Program in Precision Public Health (PPH), Korea University, 02841 Seoul, Republic of Korea.
| | - Suyeon Kim
- Department of Bioengineering, Korea University, 02841 Seoul, Republic of Korea
- Interdisciplinary Program in Precision Public Health (PPH), Korea University, 02841 Seoul, Republic of Korea.
| | - Hyunjung Lim
- Interdisciplinary Program in Precision Public Health (PPH), Korea University, 02841 Seoul, Republic of Korea.
| | - Aram J Chung
- Department of Bioengineering, Korea University, 02841 Seoul, Republic of Korea
- Interdisciplinary Program in Precision Public Health (PPH), Korea University, 02841 Seoul, Republic of Korea.
- School of Biomedical Engineering, Korea University, 02841 Seoul, Republic of Korea.
- MxT Biotech, 04785 Seoul, Republic of Korea
| |
Collapse
|
6
|
Su TC, Vu-Dinh H, Lin SH, Do Quang L, Chu Duc T, Jen CP. The effect of magnetic bead size on the isolation efficiency of lung cancer cells in a serpentine microchannel with added cavities. Biomed Microdevices 2024; 26:7. [PMID: 38175269 DOI: 10.1007/s10544-023-00689-5] [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] [Accepted: 12/06/2023] [Indexed: 01/05/2024]
Abstract
An investigation was conducted to examine the effect of magnetic bead (MB) size on the effectiveness of isolating lung cancer cells using the immunomagnetic separation (IMS) method in a serpentine microchannel with added cavities (SMAC) structure. Carboxylated magnetic beads were specifically conjugated to target cells through a modification procedure using aptamer materials. Cells immobilized with different sizes (in micrometers) of MBs were captured and isolated in the proposed device for comparison and analysis. The study yields significance regarding the clarification of device working principles by using a computational model. Furthermore, an accurate evaluation of the MB size impact on capture efficiency was achieved, including the issue of MB-cell accumulation at the inlet-channel interface, despite it being overlooked in many previous studies. As a result, our findings demonstrated an increasing trend in binding efficiency as the MB size decreased, evidenced by coverages of 50.5%, 60.1%, and 73.4% for sizes of 1.36 μm, 3.00 μm, and 4.50 μm, respectively. Additionally, the overall capture efficiency (without considering the inlet accumulation) was also higher for smaller MBs. However, when accounting for the actual number of cells entering the channel (i.e., the effective capture), larger MBs showed higher capture efficiency. The highest effective capture achieved was 88.4% for the size of 4.50 μm. This research provides an extensive insight into the impact of MB size on the performance of IMS-based devices and holds promise for the efficient separation of circulating cancer cells (CTCs) in practical applications.
Collapse
Affiliation(s)
- Tzu-Cheng Su
- Department of Surgical Pathology, Changhua Christian Hospital, Changhua, 500, Taiwan, R.O.C
- School of Medicine, Chung Shan Medical University, Taichung, 402, Taiwan, R.O.C
| | - Hien Vu-Dinh
- Department of Mechanical Engineering and Advanced Institute of Manufacturing for High-Tech Innovations, National Chung Cheng University, Chia-Yi, 62102, Taiwan, R.O.C
| | - Shu-Hui Lin
- Department of Surgical Pathology, Changhua Christian Hospital, Changhua, 500, Taiwan, R.O.C
- Department of Medical Laboratory Science and Biotechnology, Central Taiwan University of Science and Technology, Taichung, 402, Taiwan, R.O.C
- Department of Post-Baccalaureate Medicine, College of Medicine, National Chung Hsing University, Taichung, 402, Taiwan, R.O.C
| | - Loc Do Quang
- Faculty of Physics, University of Science, Vietnam National University, Hanoi, 100000, Vietnam
| | - Trinh Chu Duc
- Faculty of Electronics and Telecommunication, University of Engineering and Technology, Vietnam National University, Hanoi, 100000, Vietnam
| | - Chun-Ping Jen
- Department of Mechanical Engineering and Advanced Institute of Manufacturing for High-Tech Innovations, National Chung Cheng University, Chia-Yi, 62102, Taiwan, R.O.C..
- School of Dentistry, College of Dental Medicine, Kaohsiung Medical University, Kaohsiung, 80708, Taiwan, R.O.C..
| |
Collapse
|
7
|
Harshbarger CL. Harnessing the power of Microscale AcoustoFluidics: A perspective based on BAW cancer diagnostics. BIOMICROFLUIDICS 2024; 18:011304. [PMID: 38434238 PMCID: PMC10907075 DOI: 10.1063/5.0180158] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/07/2023] [Accepted: 02/05/2024] [Indexed: 03/05/2024]
Abstract
Cancer directly affects one in every three people, and mortality rates strongly correlate with the stage at which diagnosis occurs. Each of the multitude of methods used in cancer diagnostics has its own set of advantages and disadvantages. Two common drawbacks are a limited information value of image based diagnostic methods and high invasiveness when opting for methods that provide greater insight. Microfluidics offers a promising avenue for isolating circulating tumor cells from blood samples, offering high informational value at predetermined time intervals while being minimally invasive. Microscale AcoustoFluidics, an active method capable of manipulating objects within a fluid, has shown its potential use for the isolation and measurement of circulating tumor cells, but its full potential has yet to be harnessed. Extensive research has focused on isolating single cells, although the significance of clusters should not be overlooked and requires attention within the field. Moreover, there is room for improvement by designing smaller and automated devices to enhance user-friendliness and efficiency as illustrated by the use of bulk acoustic wave devices in cancer diagnostics. This next generation of setups and devices could minimize streaming forces and thereby enable the manipulation of smaller objects, thus aiding in the implementation of personalized oncology for the next generation of cancer treatments.
Collapse
Affiliation(s)
- C. L. Harshbarger
- Department of Orthopedics, Balgrist University Hospital, University of Zurich, Zurich, Switzerland; Institute for Biomechanics, Swiss Federal Institute of Technology Zurich, Zurich, Switzerland; and Institute for Mechanical Systems, Swiss Federal Institute of Technology Zurich, Zurich, Switzerland
| |
Collapse
|
8
|
Lai TW, Tennakoon T, Chan KC, Liu CH, Chao CYH, Fu SC. The effect of microchannel height on the acoustophoretic motion of sub-micron particles. ULTRASONICS 2024; 136:107126. [PMID: 37553269 DOI: 10.1016/j.ultras.2023.107126] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/11/2022] [Revised: 06/19/2023] [Accepted: 07/26/2023] [Indexed: 08/10/2023]
Abstract
Acoustophoresis is an effective technique for particle manipulation. Acoustic radiation force scales with particle volume, enabling size separation. Yet, isolating sub-micron particles remains a challenge due to the acoustic streaming effect (ASE). While some studies confirmed the focusing ability of ASE, others reported continuous stirring effects. To investigate the parameters that influence ASE-induced particle motion in a microchannel, this study examined the effect of microchannel height and particle size. We employed standing surface acoustic wave (SSAW) to manipulate polystyrene particles suspended in the water-filled microchannel. The results show that ASE can direct particles as small as 0.31 µm in diameter to the centre of the streaming vortices, and increasing the channel height enhances the focusing effect. Smaller particles circulate in the streaming vortices continuously, with no movement towards the centres. We also discovered that when the channel height is at least 0.75 the fluid wavelength, particles transitioning from acoustic radiation-dominated to ASE-dominated share the same equilibrium position, which differs from the pressure nodes and the vortices' centres. The spatial distance between particles in different categories can lead to particle separation. Therefore, ASE is a potential alternative mechanism for sub-micron particle sorting when the channel height is accurately adjusted.
Collapse
Affiliation(s)
- Tsz Wai Lai
- Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China
| | - Thilhara Tennakoon
- Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China
| | - Ka Chung Chan
- Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China
| | - Chun-Ho Liu
- Department of Mechanical Engineering, The University of Hong Kong, Hong Kong, China
| | - Christopher Yu Hang Chao
- Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China; Department of Mechanical Engineering, The Hong Kong Polytechnic University, Hong Kong, China
| | - Sau Chung Fu
- Department of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China.
| |
Collapse
|
9
|
Magnusson C, Augustsson P, Anand EU, Lenshof A, Josefsson A, Welén K, Bjartell A, Ceder Y, Lilja H, Laurell T. Acoustic enrichment of heterogenous circulating tumor cells and clusters from patients with metastatic prostate cancer. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.12.04.23299128. [PMID: 38106097 PMCID: PMC10723509 DOI: 10.1101/2023.12.04.23299128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2023]
Abstract
Background There are important unmet clinical needs to develop cell enrichment technologies to enable unbiased label-free isolation of both single cell and clusters of circulating tumor cells (CTCs) manifesting heterogeneous lineage specificity. Here, we report a pilot study based on microfluidic acoustophoresis enrichment of CTCs using the CellSearch CTC assay as a reference modality. Methods Acoustophoresis uses an ultrasonic standing wave field to separate cells based on biomechanical properties (size, density, and compressibility) resulting in inherently label-free and epitope-independent cell enrichment. Following red blood cell lysis and paraformaldehyde fixation, 6 mL of whole blood from 12 patients with metastatic prostate cancer and 20 healthy controls were processed with acoustophoresis and subsequent image cytometry. Results Acoustophoresis enabled enrichment and characterization of phenotypic CTCs (EpCAM+, Cytokeratin+, DAPI+, CD45-/CD66b-) in all patients with metastatic prostate cancer and detected CTC-clusters composed of only CTCs or heterogenous aggregates of CTCs clustered with various types of white blood cells in 9 out of 12 patients. By contrast, CellSearch did not detect any CTC-clusters, but detected comparable numbers of phenotypic CTCs as acoustophoresis, with trends of finding higher number of CTCs using acoustophoresis. Conclusion Our preliminary data indicate that acoustophoresis provides excellent possibilities to detect and characterize CTC-clusters as a putative marker of metastatic disease and outcomes. Moreover, acoustophoresis enables sensitive label-free enrichment of cells with epithelial phenotype in blood and offers opportunities to detect and characterize CTCs undergoing epithelial-to-mesenchymal transitioning and lineage plasticity.
Collapse
Affiliation(s)
| | - Per Augustsson
- Department of Biomedical Engineering, Lund University, Lund, Sweden
| | | | - Andreas Lenshof
- Department of Biomedical Engineering, Lund University, Lund, Sweden
| | - Andreas Josefsson
- Intitute of Clinical Sciences, Department of Urology, Gothenburg University, Gothenburg Sweden
- Wallenberg Center for Molecular Medicine, Umeå University, Umeå, Sweden
- Department of Urology and Andrology, Institute of surgery and perioperative Sciences, Umeå University, Umeå, Sweden
| | - Karin Welén
- Intitute of Clinical Sciences, Department of Urology, Gothenburg University, Gothenburg Sweden
| | - Anders Bjartell
- Department of Translational Cancer Research, Lund University, Lund, Sweden
| | - Yvonne Ceder
- Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - Hans Lilja
- Department of Translational Medicine, Lund University, Lund, Sweden
- Department of Pathology and Laboratory Medicine, Surgery (Urology), and Medicine (GU Oncology), Memorial Sloan-Kettering Cancer Center, NY, U.S.A
| | - Thomas Laurell
- Department of Biomedical Engineering, Lund University, Lund, Sweden
| |
Collapse
|
10
|
Bazyar H, Kandemir MH, Peper J, Andrade MAB, Bernassau AL, Schroën K, Lammertink RGH. Acoustophoresis of monodisperse oil droplets in water: Effect of symmetry breaking and non-resonance operation on oil trapping behavior. BIOMICROFLUIDICS 2023; 17:064107. [PMID: 38162227 PMCID: PMC10757468 DOI: 10.1063/5.0175400] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 11/28/2023] [Indexed: 01/03/2024]
Abstract
Acoustic manipulation of particles in microchannels has recently gained much attention. Ultrasonic standing wave (USW) separation of oil droplets or particles is an established technology for microscale applications. Acoustofluidic devices are normally operated at optimized conditions, namely, resonant frequency, to minimize power consumption. It has been recently shown that symmetry breaking is needed to obtain efficient conditions for acoustic particle trapping. In this work, we study the acoustophoretic behavior of monodisperse oil droplets (silicone oil and hexadecane) in water in the microfluidic chip operating at a non-resonant frequency and an off-center placement of the transducer. Finite element-based computer simulations are further performed to investigate the influence of these conditions on the acoustic pressure distribution and oil trapping behavior. Via investigating the Gor'kov potential, we obtained an overlap between the trapping patterns obtained in experiments and simulations. We demonstrate that an off-center placement of the transducer and driving the transducer at a non-resonant frequency can still lead to predictable behavior of particles in acoustofluidics. This is relevant to applications in which the theoretical resonant frequency cannot be achieved, e.g., manipulation of biological matter within living tissues.
Collapse
Affiliation(s)
- H. Bazyar
- Engineering Thermodynamics, Process & Energy Department, Faculty of Mechanical, Maritime and Materials Engineering, Delft University of Technology, Leeghwaterstraat 39, 2628CB Delft, The Netherlands
| | - M. H. Kandemir
- Department of Electrical Engineering and Automation, Aalto University, 02150 Espoo, Finland
| | - J. Peper
- Soft Matter Fluidics and Interfaces, MESA+ Institute for Nanotechnology, University of Twente, P. O. Box 217, 7500 AE Enschede, The Netherlands
| | - M. A. B. Andrade
- Institute of Physics, University of São Paulo, São Paulo 05508-090, Brazil
| | - A. L. Bernassau
- School of Engineering and Physical Sciences, Heriot-Watt University, Edinburgh, United Kingdom
| | - K. Schroën
- Membrane Processes for Food, University of Twente, P. O. Box 217, 7500 AE Enschede, The Netherlands
| | - R. G. H. Lammertink
- Soft Matter Fluidics and Interfaces, MESA+ Institute for Nanotechnology, University of Twente, P. O. Box 217, 7500 AE Enschede, The Netherlands
| |
Collapse
|
11
|
Richard B, Shahana C, Vivek R, M AR, Rasheed PA. Acoustic platforms meet MXenes - a new paradigm shift in the palette of biomedical applications. NANOSCALE 2023; 15:18156-18172. [PMID: 37947786 DOI: 10.1039/d3nr04901a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2023]
Abstract
The wide applicability of acoustics in the life of mankind spread over health, energy, environment, and others. These acoustic technologies rely on the properties of the materials with which they are made of. However, traditional devices have failed to develop into low-cost, portable devices and need to overcome issues like sensitivity, tunability, and applicability in biological in vivo studies. Nanomaterials, especially 2D materials, have already been proven to produce high optical contrast in photoacoustic applications. One such wonder kid in the materials family is MXenes, which are transition metal carbides, that are nowadays flourishing in the materials world. Recently, it has been demonstrated that MXene nanosheets and quantum dots can be synthesized by acoustic excitations. In addition, MXene can be used as a mechanical sensing material for building piezoresistive sensors to realize sound detection as it produces a sensitive response to pressure and vibration. It has also been demonstrated that MXene nanosheets show high photothermal conversion capability, which can be utilized in cancer treatment and photoacoustic imaging (PAI). In this review, we have rendered the role of acoustics in the palette of MXene, including acoustic synthetic strategies of MXenes, applications such as acoustic sensors, PAI, thermoacoustic devices, sonodynamic therapy, artificial ear drum, and others. The review also discusses the challenges and future prospects of using MXene in acoustic platforms in detail. To the best of our knowledge, this is the first review combining acoustic science in MXene research.
Collapse
Affiliation(s)
- Bartholomew Richard
- Department of Biological Sciences and Engineering, Indian Institute of Technology Palakkad, Palakkad, Kerala, 678557, India.
- Department of Chemistry, Indian Institute of Technology Palakkad, Palakkad, Kerala, 678557, India
| | - C Shahana
- Department of Chemistry, National Institute of Technology Calicut, Calicut, Kerala, 673601, India
| | - Raju Vivek
- Bio-Nano Theranostic Research Laboratory, Cancer Research Program (CRP), School of Life Sciences, Bharathiar University, Coimbatore, 641 046, India
| | - Amarendar Reddy M
- Department of Chemistry, School of Sciences, National Institute of Technology Andhra Pradesh, West Godavari, Andhra Pradesh, 534101, India
| | - P Abdul Rasheed
- Department of Biological Sciences and Engineering, Indian Institute of Technology Palakkad, Palakkad, Kerala, 678557, India.
- Department of Chemistry, Indian Institute of Technology Palakkad, Palakkad, Kerala, 678557, India
| |
Collapse
|
12
|
Le HT, Phan HL, Lenshof A, Duong VT, Choi C, Cha C, Laurell T, Koo KI. Ultrasound standing wave spatial patterning of human umbilical vein endothelial cells for 3D micro-vascular networks formation. Biofabrication 2023; 16:015009. [PMID: 37844581 DOI: 10.1088/1758-5090/ad03be] [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: 06/12/2023] [Accepted: 10/16/2023] [Indexed: 10/18/2023]
Abstract
Generating functional and perfusable micro-vascular networks is an important goal for the fabrication of large and three-dimensional tissues. Up to now, the fabrication of micro-vascular networks is a complicated multitask involving several different factors such as time consuming, cells survival, micro-diameter vasculature and strict alignment. Here, we propose a technique combining multi-material extrusion and ultrasound standing wave forces to create a network structure of human umbilical vein endothelial cells within a mixture of calcium alginate and decellularized extracellular matrix. The functionality of the matured microvasculature networks was demonstrated through the enhancement of cell-cell adhesion, angiogenesis process, and perfusion tests with microparticles, FITC-dextran, and whole mouse blood. Moreover, animal experiments exhibited the implantability including that the pre-existing blood vessels of the host sprout towards the preformed vessels of the scaffold over time and the microvessels inside the implanted scaffold matured from empty tubular structures to functional blood-carrying microvessels in two weeks.
Collapse
Affiliation(s)
- Huong Thi Le
- Department of Electrical, Electronic and Computer Engineering, University of Ulsan, Ulsan 44610, Republic of Korea
| | - Huu Lam Phan
- Department of Electrical, Electronic and Computer Engineering, University of Ulsan, Ulsan 44610, Republic of Korea
| | - Andreas Lenshof
- Department of Biomedical Engineering, Lund University, S-221 00 Lund, Sweden
| | - Van Thuy Duong
- Department of Electrical, Electronic and Computer Engineering, University of Ulsan, Ulsan 44610, Republic of Korea
| | - Cholong Choi
- Department of Materials Science and Engineering, Ulsan National Institute of Science and Technology (UNIST), Ulsan, Republic of Korea
| | - Chaenyung Cha
- Department of Materials Science and Engineering, Ulsan National Institute of Science and Technology (UNIST), Ulsan, Republic of Korea
| | - Thomas Laurell
- Department of Biomedical Engineering, Lund University, S-221 00 Lund, Sweden
| | - Kyo-In Koo
- Department of Electrical, Electronic and Computer Engineering, University of Ulsan, Ulsan 44610, Republic of Korea
- Basic-Clinical Convergence Research Institute, University of Ulsan, Ulsan, Republic of Korea
| |
Collapse
|
13
|
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
|
14
|
Charan MR, Augustsson P. Acoustophoretic Characterization and Separation of Blood Cells in Acoustic Impedance Gradients. PHYSICAL REVIEW APPLIED 2023; 20:024066. [PMID: 38333566 PMCID: PMC7615610 DOI: 10.1103/physrevapplied.20.024066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/10/2024]
Abstract
Single-cell phenotyping based on biophysical properties is a promising tool to distinguish cell types and their response to a given condition, and charting such properties also enables optimization of cell separations. Isoacoustic focusing, where cells migrate to their points of zero acoustic contrast in an acoustic impedance gradient, added the effective acoustic impedance of cells to the directory of biophysical properties that can be utilized to categorize or separate cells. This study investigates isoacoustic focusing in a stop-flow regime and shows how cells migrate towards their isoacoustic point. We introduce a numerical model that we use to estimate the acoustic energy density in acoustic impedance gradient media by tracking particles of known properties, and we investigate the effect of acoustic streaming. From the measured trajectories of cells combined with fluorescence intensity images of the slowly diffusing gradient, we read out the effective acoustic impedance of neutrophils and K562 cancer cells. Finally, we propose suitable acoustic impedance gradients that lead to a high degree separation of neutrophils and K562 cells in a continuous-flow configuration.
Collapse
Affiliation(s)
- Mahdi Rezayati Charan
- Department of Biomedical Engineering, Lund University, Ole Römers Väg 3, 22363 Lund, Sweden
| | - Per Augustsson
- Department of Biomedical Engineering, Lund University, Ole Römers Väg 3, 22363 Lund, Sweden
| |
Collapse
|
15
|
Edthofer A, Novotny J, Lenshof A, Laurell T, Baasch T. Acoustofluidic Properties of Polystyrene Microparticles. Anal Chem 2023. [PMID: 37363950 DOI: 10.1021/acs.analchem.3c01156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/28/2023]
Abstract
Acoustophoresis has become a powerful tool to separate microparticles and cells, based on their material and biophysical properties, and is gaining popularity in clinical and biomedical research. One major application of acoustophoresis is to measure the compressibility of cells and small organisms, which is related to their contents. The cell compressibility can be extracted from the acoustic mobility, which is the main output of acoustic migration experiments, if the material properties and sizes of reference particles, the size of the cells, and the surrounding medium are known. Accurate methods to measure and calibrate the acoustic energy density in acoustophoresis systems are therefore critical. In this Perspective, polystyrene microparticles have become the most commonly used reference particles in acoustophoresis, due to their similar biophysical properties to cells. We utilized a two-step focusing method to measure the relative acoustic mobility of polystyrene beads of various sizes and colors and present a quantitative analysis of the variation in acousto-mechanical properties of polystyrene microparticles, showing a large spread in their material properties. A variation of more than 25% between different particle types was found. Thus, care is required when relying on polystyrene particles as a reference when characterizing acoustofluidics systems or acousto-mechanical properties of cells.
Collapse
Affiliation(s)
- Alexander Edthofer
- Department of Biomedical Engineering, Lund University, 223 63 Lund, Sweden
| | - Jakub Novotny
- Department of Bioanalytical Instrumentation, Institute of Analytical Chemistry of the CAS, 602 00 Brno, Czech Republic
| | - Andreas Lenshof
- Department of Biomedical Engineering, Lund University, 223 63 Lund, Sweden
| | - Thomas Laurell
- Department of Biomedical Engineering, Lund University, 223 63 Lund, Sweden
| | - Thierry Baasch
- Department of Biomedical Engineering, Lund University, 223 63 Lund, Sweden
| |
Collapse
|
16
|
Liu Y, Yin Q, Luo Y, Huang Z, Cheng Q, Zhang W, Zhou B, Zhou Y, Ma Z. Manipulation with sound and vibration: A review on the micromanipulation system based on sub-MHz acoustic waves. ULTRASONICS SONOCHEMISTRY 2023; 96:106441. [PMID: 37216791 PMCID: PMC10213378 DOI: 10.1016/j.ultsonch.2023.106441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 05/06/2023] [Accepted: 05/12/2023] [Indexed: 05/24/2023]
Abstract
Manipulation of micro-objects have been playing an essential role in biochemical analysis or clinical diagnostics. Among the diverse technologies for micromanipulation, acoustic methods show the advantages of good biocompatibility, wide tunability, a label-free and contactless manner. Thus, acoustic micromanipulations have been widely exploited in micro-analysis systems. In this article, we reviewed the acoustic micromanipulation systems that were actuated by sub-MHz acoustic waves. In contrast to the high-frequency range, the acoustic microsystems operating at sub-MHz acoustic frequency are more accessible, whose acoustic sources are at low cost and even available from daily acoustic devices (e.g. buzzers, speakers, piezoelectric plates). The broad availability, with the addition of the advantages of acoustic micromanipulation, make sub-MHz microsystems promising for a variety of biomedical applications. Here, we review recent progresses in sub-MHz acoustic micromanipulation technologies, focusing on their applications in biomedical fields. These technologies are based on the basic acoustic phenomenon, such as cavitation, acoustic radiation force, and acoustic streaming. And categorized by their applications, we introduce these systems for mixing, pumping and droplet generation, separation and enrichment, patterning, rotation, propulsion and actuation. The diverse applications of these systems hold great promise for a wide range of enhancements in biomedicines and attract increasing interest for further investigation.
Collapse
Affiliation(s)
- Yu Liu
- Institute of Medical Robotics, School of Biomedical Engineering, Shanghai Jiao Tong University, No.800 Dongchuan Road, Shanghai 200240, China; Joint Key Laboratory of the Ministry of Education, Institute of Applied Physics and Materials Engineering, University of Macau, Taipa, Macau 999078, China
| | - Qiu Yin
- State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Yucheng Luo
- Institute of Medical Robotics, School of Biomedical Engineering, Shanghai Jiao Tong University, No.800 Dongchuan Road, Shanghai 200240, China
| | - Ziyu Huang
- Joint Key Laboratory of the Ministry of Education, Institute of Applied Physics and Materials Engineering, University of Macau, Taipa, Macau 999078, China
| | - Quansheng Cheng
- Joint Key Laboratory of the Ministry of Education, Institute of Applied Physics and Materials Engineering, University of Macau, Taipa, Macau 999078, China
| | - Wenming Zhang
- State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Bingpu Zhou
- Joint Key Laboratory of the Ministry of Education, Institute of Applied Physics and Materials Engineering, University of Macau, Taipa, Macau 999078, China
| | - Yinning Zhou
- Joint Key Laboratory of the Ministry of Education, Institute of Applied Physics and Materials Engineering, University of Macau, Taipa, Macau 999078, China.
| | - Zhichao Ma
- Institute of Medical Robotics, School of Biomedical Engineering, Shanghai Jiao Tong University, No.800 Dongchuan Road, Shanghai 200240, China.
| |
Collapse
|
17
|
Tian Y, Hu R, Du G, Xu N. Microfluidic Chips: Emerging Technologies for Adoptive Cell Immunotherapy. MICROMACHINES 2023; 14:877. [PMID: 37421109 DOI: 10.3390/mi14040877] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Revised: 04/12/2023] [Accepted: 04/14/2023] [Indexed: 07/09/2023]
Abstract
Adoptive cell therapy (ACT) is a personalized therapy that has shown great success in treating hematologic malignancies in clinic, and has also demonstrated potential applications for solid tumors. The process of ACT involves multiple steps, including the separation of desired cells from patient tissues, cell engineering by virus vector systems, and infusion back into patients after strict tests to guarantee the quality and safety of the products. ACT is an innovative medicine in development; however, the multi-step method is time-consuming and costly, and the preparation of the targeted adoptive cells remains a challenge. Microfluidic chips are a novel platform with the advantages of manipulating fluid in micro/nano scales, and have been developed for various biological research applications as well as ACT. The use of microfluidics to isolate, screen, and incubate cells in vitro has the advantages of high throughput, low cell damage, and fast amplification rates, which can greatly simplify ACT preparation steps and reduce costs. Moreover, the customizable microfluidic chips fit the personalized demands of ACT. In this mini-review, we describe the advantages and applications of microfluidic chips for cell sorting, cell screening, and cell culture in ACT compared to other existing methods. Finally, we discuss the challenges and potential outcomes of future microfluidics-related work in ACT.
Collapse
Affiliation(s)
- Yishen Tian
- Translational Medicine Research Center, Guizhou Medical University, Guiyang 550025, China
| | - Rong Hu
- Translational Medicine Research Center, Guizhou Medical University, Guiyang 550025, China
| | - Guangshi Du
- Translational Medicine Research Center, Guizhou Medical University, Guiyang 550025, China
| | - Na Xu
- Institute of Biology and Medicine, College of Life Sciences and Health, Wuhan University of Science and Technology, Wuhan 430065, China
| |
Collapse
|
18
|
Rasouli R, Villegas KM, Tabrizian M. Acoustofluidics - changing paradigm in tissue engineering, therapeutics development, and biosensing. LAB ON A CHIP 2023; 23:1300-1338. [PMID: 36806847 DOI: 10.1039/d2lc00439a] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
For more than 70 years, acoustic waves have been used to screen, diagnose, and treat patients in hundreds of medical devices. The biocompatible nature of acoustic waves, their non-invasive and contactless operation, and their compatibility with wide visualization techniques are just a few of the many features that lead to the clinical success of sound-powered devices. The development of microelectromechanical systems and fabrication technologies in the past two decades reignited the spark of acoustics in the discovery of unique microscale bio applications. Acoustofluidics, the combination of acoustic waves and fluid mechanics in the nano and micro-realm, allowed researchers to access high-resolution and controllable manipulation and sensing tools for particle separation, isolation and enrichment, patterning of cells and bioparticles, fluid handling, and point of care biosensing strategies. This versatility and attractiveness of acoustofluidics have led to the rapid expansion of platforms and methods, making it also challenging for users to select the best acoustic technology. Depending on the setup, acoustic devices can offer a diverse level of biocompatibility, throughput, versatility, and sensitivity, where each of these considerations can become the design priority based on the application. In this paper, we aim to overview the recent advancements of acoustofluidics in the multifaceted fields of regenerative medicine, therapeutic development, and diagnosis and provide researchers with the necessary information needed to choose the best-suited acoustic technology for their application. Moreover, the effect of acoustofluidic systems on phenotypic behavior of living organisms are investigated. The review starts with a brief explanation of acoustofluidic principles, the different working mechanisms, and the advantages or challenges of commonly used platforms based on the state-of-the-art design features of acoustofluidic technologies. Finally, we present an outlook of potential trends, the areas to be explored, and the challenges that need to be overcome in developing acoustofluidic platforms that can echo the clinical success of conventional ultrasound-based devices.
Collapse
Affiliation(s)
- Reza Rasouli
- Department of Biomedical Engineering, Faculty of Medicine and Health Sciences, McGill University, Montreal, Quebec, Canada.
| | - Karina Martinez Villegas
- Department of Biomedical Engineering, Faculty of Medicine and Health Sciences, McGill University, Montreal, Quebec, Canada.
| | - Maryam Tabrizian
- Department of Biomedical Engineering, Faculty of Medicine and Health Sciences, McGill University, Montreal, Quebec, Canada.
- Faculty of Dental Medicine and Oral Health Sciences, McGill University, Montreal, Quebec, Canada
| |
Collapse
|
19
|
Açıkgöz HN, Karaman A, Şahin MA, Çaylan ÖR, Büke GC, Yıldırım E, Eroğlu İC, Erson-Bensan AE, Çetin B, Özer MB. Assessment of silicon, glass, FR4, PDMS and PMMA as a chip material for acoustic particle/cell manipulation in microfluidics. ULTRASONICS 2023; 129:106911. [PMID: 36528906 DOI: 10.1016/j.ultras.2022.106911] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 10/13/2022] [Accepted: 11/06/2022] [Indexed: 06/17/2023]
Abstract
In the present study, the capabilities of different chip materials for acoustic particle manipulation have been assessed with the same microfluidic device architecture, under the same actuator and flow conditions. Silicon, glass, epoxy with fiberglass filling (FR4), polydimethylsiloxane (PDMS) and polymethyl methacrylate (PMMA) are considered as chip materials. The acoustophoretic chips in this study were manufactured with four different fabrication methods: plasma etching, chemical etching, micromachining and molding. A novel chip material, FR4, has been employed as a microfluidic chip material in acoustophoretic particle manipulation for the first time in literature, which combines the ease of manufacturing of polymer materials with improved acoustic performance. The acoustic particle manipulation performance is evaluated through acoustophoretic focusing experiments with 2μm and 12μm polystyrene microspheres and cultured breast cancer cell line (MDA-MB-231). Unlike the common approach in the literature, the piezoelectric materials were actuated with partitioned cross-polarized electrodes which allowed effective actuation of different family of chip materials. Different from previous studies, this study evaluates the performance of each acoustophoretic device through the perspective of synchronization of electrical, vibrational and acoustical resonances, considers the thermal performance of the chip materials with their effects on cell viability as well as manufacturability and scalability of their fabrication methods. We believe our study is an essential work towards the commercialization of acoustophoretic devices since it brings a critical understanding of the effect of chip material on device performance as well as the cost of achieving that performance.
Collapse
Affiliation(s)
- Hande N Açıkgöz
- Microfluidics & Lab-on-a-chip Research Group, Mech. Eng. Department, Bilkent University, Ankara 06800, Turkey; UNAM - National Nanotechnology Research Center and Institute of Materials Science and Nanotechnology, Bilkent University, Ankara 06800, Turkey
| | - Alara Karaman
- Mech. Eng. Department, Middle East Technical University 06800 Ankara, Turkey
| | - M Akif Şahin
- Microfluidics & Lab-on-a-chip Research Group, Mech. Eng. Department, Bilkent University, Ankara 06800, Turkey; Mech. Eng. Department, Middle East Technical University 06800 Ankara, Turkey
| | - Ömer R Çaylan
- Department Materials Sci.Nanotech. Eng., TOBB Uni. Econ. Tech., 06510 Ankara, Turkey
| | - Göknur C Büke
- Department Materials Sci.Nanotech. Eng., TOBB Uni. Econ. Tech., 06510 Ankara, Turkey
| | - Ender Yıldırım
- Mech. Eng. Department, Middle East Technical University 06800 Ankara, Turkey
| | - İrem C Eroğlu
- Department Biological Sciences, Middle East Technical University, 06800 Ankara, Turkey
| | - A Elif Erson-Bensan
- Department Biological Sciences, Middle East Technical University, 06800 Ankara, Turkey
| | - Barbaros Çetin
- Microfluidics & Lab-on-a-chip Research Group, Mech. Eng. Department, Bilkent University, Ankara 06800, Turkey; UNAM - National Nanotechnology Research Center and Institute of Materials Science and Nanotechnology, Bilkent University, Ankara 06800, Turkey
| | - M Bülent Özer
- Mech. Eng. Department, Middle East Technical University 06800 Ankara, Turkey.
| |
Collapse
|
20
|
Lin W, Zhang S, Liu B, Zhang H, Liu H, Han J, Liu F. Optical trapping and manipulation of massive particles based on spatial diffraction of a 45° tilted fiber Bragg grating. OPTICS EXPRESS 2022; 30:46106-46120. [PMID: 36558573 DOI: 10.1364/oe.476228] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Accepted: 11/16/2022] [Indexed: 06/17/2023]
Abstract
In this work, we proposed an optical trapping and manipulation technology based on spatial diffraction of 45° tilted fiber Bragg grating (TFBG). The length of the line-shape-facula of the TFBG diffraction light can be as large as tens of millimeters, which enables the TFBG trapping system control massive dielectric particles. We analyze the light distribution of the spatial diffraction by using the volume current method (VCM) and established a theoretical model to analyze the optical trapping force of TFBG based on the ray tracing method (RTM). Then, we designed several optical trapping schemes, with two-, three- and four-TFBGs respectively. Numeral simulation indicates that only the scheme with axisymmetric layout of TFBGs can achieve stable particle trapping. We comprehensively analyze the trapping force distribution of four- TFBG scheme with different influence factors. In addition, the rotation manipulation based on the two- and four- TFBGs schemes are also demonstrated. The proposed optical trapping technology open a new route for massive particles trapping and manipulation.
Collapse
|
21
|
Zuo ZQ, Pan JZ, Fang Q. An integrated microfluidic system for multi-target biochemical analysis of a single drop of blood. Talanta 2022; 249:123585. [DOI: 10.1016/j.talanta.2022.123585] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2022] [Revised: 05/19/2022] [Accepted: 05/23/2022] [Indexed: 11/29/2022]
|
22
|
Jiang D, Liu S, Tang W. Fabrication and Manipulation of Non-Spherical Particles in Microfluidic Channels: A Review. MICROMACHINES 2022; 13:1659. [PMID: 36296012 PMCID: PMC9611947 DOI: 10.3390/mi13101659] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Revised: 09/28/2022] [Accepted: 09/29/2022] [Indexed: 06/16/2023]
Abstract
Non-spherical shape is a general appearance feature for bioparticles. Therefore, a mechanical mechanism study of non-spherical particle migration in a microfluidic chip is essential for more precise isolation of target particles. With the manipulation of non-spherical particles, refined disease detection or medical intervention for human beings will be achievable in the future. In this review, fabrication and manipulation of non-spherical particles are discussed. Firstly, various fabrication methods for non-spherical microparticle are introduced. Then, the active and passive manipulation techniques for non-spherical particles are briefly reviewed, including straight inertial microchannels, secondary flow inertial microchannels and deterministic lateral displacement microchannels with extremely high resolution. Finally, applications of viscoelastic flow are presented which obviously increase the precision of non-spherical particle separation. Although various techniques have been employed to improve the performance of non-spherical particle manipulation, the universal mechanism behind this has not been fully discussed. The aim of this review is to provide a reference for non-spherical particle manipulation study researchers in every detail and inspire thoughts for non-spherical particle focused device design.
Collapse
Affiliation(s)
- Di Jiang
- College of Mechanical and Electronic Engineering, Nanjing Forestry University, Nanjing 210037, China
- Jiangsu Yuyue Medical Equipment and Supply Co., Ltd., Danyang 212300, China
| | - Shaowei Liu
- College of Mechanical and Electronic Engineering, Nanjing Forestry University, Nanjing 210037, China
| | - Wenlai Tang
- School of Electrical and Automation Engineering, Jiangsu Key Laboratory of 3D Printing Equipment and Manufacturing, Nanjing Normal University, Nanjing 210023, China
| |
Collapse
|
23
|
A Tissue Engineering Acoustophoretic (TEA) Set-up for the Enhanced Osteogenic Differentiation of Murine Mesenchymal Stromal Cells (mMSCs). Int J Mol Sci 2022; 23:ijms231911473. [PMID: 36232775 PMCID: PMC9570200 DOI: 10.3390/ijms231911473] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 09/20/2022] [Accepted: 09/23/2022] [Indexed: 11/30/2022] Open
Abstract
Quickly developing precision medicine and patient-oriented treatment strategies urgently require novel technological solutions. The randomly cell-populated scaffolds usually used for tissue engineering often fail to mimic the highly anisotropic characteristics of native tissue. In this work, an ultrasound standing-wave-based tissue engineering acoustophoretic (TEA) set-up was developed to organize murine mesenchymal stromal cells (mMSCs) in an in situ polymerizing 3-D fibrin hydrogel. The resultant constructs, consisting of 17 cell layers spaced at 300 µm, were obtained by continuous wave ultrasound applied at a 2.5 MHz frequency. The patterned mMSCs preserved the structured behavior within 10 days of culturing in osteogenic conditions. Cell viability was moderately increased 1 day after the patterning; it subdued and evened out, with the cells randomly encapsulated in hydrogels, within 21 days of culturing. Cells in the structured hydrogels exhibited enhanced expression of certain osteogenic markers, i.e., Runt-related transcription factor 2 (RUNX2), osterix (Osx) transcription factor, collagen-1 alpha1 (COL1A1), osteopontin (OPN), osteocalcin (OCN), and osteonectin (ON), as well as of certain cell-cycle-progression-associated genes, i.e., Cyclin D1, cysteine-rich angiogenic inducer 61 (CYR61), and anillin (ANLN), when cultured with osteogenic supplements and, for ANLN, also in the expansion media. Additionally, OPN expression was also augmented on day 5 in the patterned gels cultured without the osteoinductive media, suggesting the pro-osteogenic influence of the patterned cell organization. The TEA set-up proposes a novel method for non-invasively organizing cells in a 3-D environment, potentially enhancing the regenerative properties of the designed anisotropic constructs for bone healing.
Collapse
|
24
|
Yang J, Gu Y, Zhang C, Zhang Y, Liang W, Hao L, Zhao Y, Liu L, Wang W. Label-free purification and characterization of optogenetically engineered cells using optically-induced dielectrophoresis. LAB ON A CHIP 2022; 22:3687-3698. [PMID: 35903981 DOI: 10.1039/d2lc00512c] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Optogenetically engineered cell population obtained by heterogeneous gene expression plays a vital role in life science, medicine, and biohybrid robotics, and purification and characterization are essential to enhance its application performance. However, the existing cell purification methods suffer from complex sample preparation or inevitable damage and pollution. The efficient and nondestructive label-free purification and characterization of the optogenetically engineered cells, HEK293-ChR2 cells, is provided here using an optically-induced dielectrophoresis (ODEP)-based approach. The distinctive crossover frequencies of the engineered cells and the unmodified cells enable effective separation due to the opposite DEP forces on them. The ODEP-based approach can greatly improve the purity of the separated cell population and especially, the ratio of the engineered cells in the separated cell population can be enhanced by 275% at a low transfection rate. The size and the membrane capacitance of the separated cell population decreases and increases, respectively, as the ratio of the engineered cells grows in the cell population, indicating that successful expression of ChR2 in a single HEK293 cell makes its size and membrane capacitance smaller and larger, respectively. The results of biohybrid imaging with the optogenetically engineered cells demonstrated that cell purification can improve the imaging quality. This work proves that the separation and purification of engineered cells are of great significance for their application in practice.
Collapse
Affiliation(s)
- Jia Yang
- State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China.
- Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang 110169, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Yanyu Gu
- State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China.
- Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang 110169, China
- School of Mechanical Engineering and Automation, Northeastern University, Shenyang 110819, China.
| | - Chuang Zhang
- State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China.
- Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang 110169, China
| | - Yuzhao Zhang
- State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China.
- Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang 110169, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Wenfeng Liang
- School of Mechanical Engineering, Shenyang Jianzhu University, Shenyang 110168, China
| | - Lina Hao
- School of Mechanical Engineering and Automation, Northeastern University, Shenyang 110819, China.
| | - Ying Zhao
- Department of General Surgery, Shengjing Hospital of China Medical University, Shenyang, 110004, China.
| | - Lianqing Liu
- State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China.
- Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang 110169, China
| | - Wenxue Wang
- State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China.
- Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang 110169, China
| |
Collapse
|
25
|
Yiannacou K, Sharma V, Sariola V. Programmable Droplet Microfluidics Based on Machine Learning and Acoustic Manipulation. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2022; 38:11557-11564. [PMID: 36099548 PMCID: PMC9520974 DOI: 10.1021/acs.langmuir.2c01061] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 09/01/2022] [Indexed: 06/15/2023]
Abstract
Typical microfluidic devices are application-specific and have to be carefully designed to implement the necessary functionalities for the targeted application. Programmable microfluidic chips try to overcome this by offering reconfigurable functionalities, allowing the same chip to be used in multiple different applications. In this work, we demonstrate a programmable microfluidic chip for the two-dimensional manipulation of droplets, based on ultrasonic bulk acoustic waves and a closed-loop machine-learning-based control algorithm. The algorithm has no prior knowledge of the acoustic fields but learns to control the droplets on the fly. The manipulation is based on switching the frequency of a single ultrasonic transducer. Using this method, we demonstrate 2D transportation and merging of water droplets in oil and oil droplets in water, and we performed the chemistry that underlies the basis of a colorimetric glucose assay. We show that we can manipulate drops with volumes ranging from ∼200 pL up to ∼30 nL with our setup. We also demonstrate that our method is robust, by changing the system parameters and showing that the machine learning algorithm can still complete the manipulation tasks. In short, our method uses ultrasonics to flexibly manipulate droplets, enabling programmable droplet microfluidic devices.
Collapse
|
26
|
Bayareh M. Active cell capturing for organ-on-a-chip systems: a review. BIOMED ENG-BIOMED TE 2022; 67:443-459. [PMID: 36062551 DOI: 10.1515/bmt-2022-0232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Accepted: 08/25/2022] [Indexed: 11/15/2022]
Abstract
Organ-on-a-chip (OOC) is an emerging technology that has been proposed as a new powerful cell-based tool to imitate the pathophysiological environment of human organs. For most OOC systems, a pivotal step is to culture cells in microfluidic devices. In active cell capturing techniques, external actuators, such as electrokinetic, magnetic, acoustic, and optical forces, or a combination of these forces, can be applied to trap cells after ejecting cell suspension into the microchannel inlet. This review paper distinguishes the characteristics of biomaterials and evaluates microfluidic technology. Besides, various types of OOC and their fabrication techniques are reported and various active cell capture microstructures are analyzed. Furthermore, their constraints, challenges, and future perspectives are provided.
Collapse
Affiliation(s)
- Morteza Bayareh
- Department of Mechanical Engineering, Shahrekord University, Shahrekord, Iran
| |
Collapse
|
27
|
Tanaka H, Funayama K, Tadokoro Y. Periodic switching of acoustic radiation force with beat created by multitone field. Sci Rep 2022; 12:15029. [PMID: 36056122 PMCID: PMC9440119 DOI: 10.1038/s41598-022-19077-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Accepted: 08/24/2022] [Indexed: 11/08/2022] Open
Abstract
Acoustic radiation force plays a key role in microfluidic systems for particle and cell manipulation. In this study, we investigate the acoustic radiation force resulting from synthesized ultrasounds that are emitted from multiple sound sources with slightly different oscillation frequencies. Due to the synthesized field, the acoustic radiation force is expressed as the sum of a dc component and harmonics of fundamental frequencies of a few hertz. This induces the beat of the acoustic radiation force. We demonstrate that the synthesized field provides the periodic on/off switching of the acoustic radiation force associated with the one denominational planar standing wave in a straight microfluidic channel. Consequently, our system can temporally manipulate acoustic radiation force without active controls.
Collapse
Affiliation(s)
- Hiroya Tanaka
- Toyota Central Research & Development Laboratories., Inc., Nagakute, 480-1192, Japan.
| | - Keita Funayama
- Toyota Central Research & Development Laboratories., Inc., Nagakute, 480-1192, Japan
| | - Yukihiro Tadokoro
- Toyota Central Research & Development Laboratories., Inc., Nagakute, 480-1192, Japan
| |
Collapse
|
28
|
Fan Y, Wang X, Ren J, Lin F, Wu J. Recent advances in acoustofluidic separation technology in biology. MICROSYSTEMS & NANOENGINEERING 2022; 8:94. [PMID: 36060525 PMCID: PMC9434534 DOI: 10.1038/s41378-022-00435-6] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 06/14/2022] [Accepted: 07/19/2022] [Indexed: 05/30/2023]
Abstract
Acoustofluidic separation of cells and particles is an emerging technology that integrates acoustics and microfluidics. In the last decade, this technology has attracted significant attention due to its biocompatible, contactless, and label-free nature. It has been widely validated in the separation of cells and submicron bioparticles and shows great potential in different biological and biomedical applications. This review first introduces the theories and mechanisms of acoustofluidic separation. Then, various applications of this technology in the separation of biological particles such as cells, viruses, biomolecules, and exosomes are summarized. Finally, we discuss the challenges and future prospects of this field.
Collapse
Affiliation(s)
- Yanping Fan
- School of Optical-Electrical and Computer Engineering, University of Shanghai for Science and Technology, Shanghai, 200093 China
| | - Xuan Wang
- School of Optical-Electrical and Computer Engineering, University of Shanghai for Science and Technology, Shanghai, 200093 China
- Institute of Biomedical and Health Engineering, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, 518055 China
| | - Jiaqi Ren
- Institute of Biomedical and Health Engineering, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, 518055 China
| | - Francis Lin
- Department of Physics and Astronomy, University of Manitoba, Winnipeg, MB R3T 2N2 Canada
| | - Jiandong Wu
- Institute of Biomedical and Health Engineering, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, 518055 China
| |
Collapse
|
29
|
Al-Ali A, Waheed W, Abu-Nada E, Alazzam A. A review of active and passive hybrid systems based on Dielectrophoresis for the manipulation of microparticles. J Chromatogr A 2022; 1676:463268. [DOI: 10.1016/j.chroma.2022.463268] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Revised: 06/16/2022] [Accepted: 06/20/2022] [Indexed: 12/14/2022]
|
30
|
Edd JF, Mishra A, Smith KC, Kapur R, Maheswaran S, Haber DA, Toner M. Isolation of Circulating Tumor Cells. iScience 2022; 25:104696. [PMID: 35880043 PMCID: PMC9307519 DOI: 10.1016/j.isci.2022.104696] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Abstract
Circulating tumor cells (CTCs) enter the vasculature from solid tumors and disseminate widely to initiate metastases. Mining the metastatic-enriched molecular signatures of CTCs before, during, and after treatment holds unique potential in personalized oncology. Their extreme rarity, however, requires isolation from large blood volumes at high yield and purity, yet they overlap leukocytes in size and other biophysical properties. Additionally, many CTCs lack EpCAM that underlies much of affinity-based capture, complicating their separation from blood. Here, we provide a comprehensive introduction of CTC isolation technology, by analyzing key separation modes and integrated isolation strategies. Attention is focused on recent progress in microfluidics, where an accelerating evolution is occurring in high-throughput sorting of cells along multiple dimensions. Circulating tumor cells (CTCs) spread cancer through the bloodstream (metastasis) CTC-based liquid biopsy enables minimally invasive sampling of cancer cells in blood Their extreme rarity requires all CTC types to be enriched from large blood volumes CTC isolation technology is analyzed, with a focus on high-throughput microfluidics
Collapse
Affiliation(s)
- Jon F. Edd
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Avanish Mishra
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
- Harvard Medical School, Boston, MA 02115, USA
| | | | - Ravi Kapur
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA
- BendBio, Inc., Sharon, MA 02067, USA
| | - Shyamala Maheswaran
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
- Harvard Medical School, Boston, MA 02115, USA
| | - Daniel A. Haber
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
- Harvard Medical School, Boston, MA 02115, USA
- Howard Hughes Medical Institute, Bethesda, MD 20815, USA
| | - Mehmet Toner
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA
- Harvard Medical School, Boston, MA 02115, USA
- Shriners Hospitals for Children, Boston, MA 02114, USA
- Corresponding author
| |
Collapse
|
31
|
Inertia-Acoustophoresis Hybrid Microfluidic Device for Rapid and Efficient Cell Separation. SENSORS 2022; 22:s22134709. [PMID: 35808206 PMCID: PMC9268962 DOI: 10.3390/s22134709] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Revised: 06/18/2022] [Accepted: 06/20/2022] [Indexed: 01/07/2023]
Abstract
In this paper, we proposed an integrated microfluidic device that could demonstrate the non-contact, label-free separation of particles and cells through the combination of inertial microfluidics and acoustophoresis. The proposed device integrated two microfluidic chips which were a PDMS channel chip on top of the silicon-based acoustofluidic chip. The PDMS chip worked by prefocusing the particles/cells through inducing the inertial force of the channel structure. The connected acoustofluidic chips separated particles based on their size through an acoustic radiation force. In the serpentine-shaped PDMS chip, particles formed two lines focusing in the channel, and a trifugal-shaped acoustofluidic chip displaced and separated particles, in which larger particles focused on the central channel and smaller ones moved to the side channels. The simultaneous fluidic works allowed high-efficiency particle separation. Using this novel acoustofluidic device with an inertial microchannel, the separation of particles and cells based on their size was presented and analyzed, and the efficiency of the device was shown. The device demonstrated excellent separation performance with a high recovery ratio (up to 96.3%), separation efficiency (up to 99%), and high volume rate (>100 µL/min). Our results showed that integrated devices could be a viable alternative to current cell separation based on their low cost, reduced sample consumption and high throughput capability.
Collapse
|
32
|
Rahman M, Islam KR, Islam MR, Islam MJ, Kaysir MR, Akter M, Rahman MA, Alam SMM. A Critical Review on the Sensing, Control, and Manipulation of Single Molecules on Optofluidic Devices. MICROMACHINES 2022; 13:968. [PMID: 35744582 PMCID: PMC9229244 DOI: 10.3390/mi13060968] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/24/2022] [Revised: 05/19/2022] [Accepted: 05/23/2022] [Indexed: 02/06/2023]
Abstract
Single-molecule techniques have shifted the paradigm of biological measurements from ensemble measurements to probing individual molecules and propelled a rapid revolution in related fields. Compared to ensemble measurements of biomolecules, single-molecule techniques provide a breadth of information with a high spatial and temporal resolution at the molecular level. Usually, optical and electrical methods are two commonly employed methods for probing single molecules, and some platforms even offer the integration of these two methods such as optofluidics. The recent spark in technological advancement and the tremendous leap in fabrication techniques, microfluidics, and integrated optofluidics are paving the way toward low cost, chip-scale, portable, and point-of-care diagnostic and single-molecule analysis tools. This review provides the fundamentals and overview of commonly employed single-molecule methods including optical methods, electrical methods, force-based methods, combinatorial integrated methods, etc. In most single-molecule experiments, the ability to manipulate and exercise precise control over individual molecules plays a vital role, which sometimes defines the capabilities and limits of the operation. This review discusses different manipulation techniques including sorting and trapping individual particles. An insight into the control of single molecules is provided that mainly discusses the recent development of electrical control over single molecules. Overall, this review is designed to provide the fundamentals and recent advancements in different single-molecule techniques and their applications, with a special focus on the detection, manipulation, and control of single molecules on chip-scale devices.
Collapse
Affiliation(s)
- Mahmudur Rahman
- Department of Electrical and Electronic Engineering, Dhaka University of Engineering & Technology, Gazipur 1707, Bangladesh; (M.R.); (K.R.I.); (M.R.I.); (M.A.); (M.A.R.)
| | - Kazi Rafiqul Islam
- Department of Electrical and Electronic Engineering, Dhaka University of Engineering & Technology, Gazipur 1707, Bangladesh; (M.R.); (K.R.I.); (M.R.I.); (M.A.); (M.A.R.)
| | - Md. Rashedul Islam
- Department of Electrical and Electronic Engineering, Dhaka University of Engineering & Technology, Gazipur 1707, Bangladesh; (M.R.); (K.R.I.); (M.R.I.); (M.A.); (M.A.R.)
| | - Md. Jahirul Islam
- Department of Electrical and Electronic Engineering, Khulna University of Engineering & Technology, Khulna 9203, Bangladesh;
| | - Md. Rejvi Kaysir
- Department of Electrical and Computer Engineering, University of Waterloo, 200 University Ave. W, Waterloo, ON N2L 3G1, Canada;
- Waterloo Institute for Nanotechnology, University of Waterloo, 200 University Ave. W, Waterloo, ON N2L 3G1, Canada
| | - Masuma Akter
- Department of Electrical and Electronic Engineering, Dhaka University of Engineering & Technology, Gazipur 1707, Bangladesh; (M.R.); (K.R.I.); (M.R.I.); (M.A.); (M.A.R.)
| | - Md. Arifur Rahman
- Department of Electrical and Electronic Engineering, Dhaka University of Engineering & Technology, Gazipur 1707, Bangladesh; (M.R.); (K.R.I.); (M.R.I.); (M.A.); (M.A.R.)
| | - S. M. Mahfuz Alam
- Department of Electrical and Electronic Engineering, Dhaka University of Engineering & Technology, Gazipur 1707, Bangladesh; (M.R.); (K.R.I.); (M.R.I.); (M.A.); (M.A.R.)
| |
Collapse
|
33
|
Jeger-Madiot N, Mousset X, Dupuis C, Rabiet L, Hoyos M, Peyrin JM, Aider JL. Controlling the force and the position of acoustic traps with a tunable acoustofluidic chip: Application to spheroid manipulations. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2022; 151:4165. [PMID: 35778170 DOI: 10.1121/10.0011464] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2021] [Accepted: 05/07/2022] [Indexed: 06/15/2023]
Abstract
A multi-node acoustofluidic chip working on a broadband spectrum and beyond the resonance is designed for cell manipulations. A simple one-dimensional (1D) multi-layer model is used to describe the stationary standing waves generated inside a cavity. The transmissions and reflections of the acoustic wave through the different layers and interfaces lead to the creation of pressure nodes away from the resonance condition. A transparent cavity and a broadband ultrasonic transducer allow the measurement of the acoustic energy over a wide frequency range using particle image velocimetry measurements and the relation between acoustic energy and the particles velocity. The automation of the setup allows the acquisition over a large spectrum with a high frequency definition. The results show a wide continuous operating range for the acoustofluidic chip, which compares well with the 1D model. The variation of the acoustic radiation force when varying the frequency can be compensated to ensure a constant amplitude for the ARF. This approach is finally applied to mesenchymal stem cell (MCS) spheroids cultured in acoustic levitation. The MSC spheroids can be moved and merged just by varying the acoustic frequency. This approach opens the path to various acoustic manipulations and to complex 3D tissue engineering in acoustic levitation.
Collapse
Affiliation(s)
- Nathan Jeger-Madiot
- Laboratoire de Physique et Mécanique des Milieux Hétérogènes, Unité Mixte de Recherche 7636 Centre National de la Recherche Scientifique, École Supérieure de Physique et de Chimie Industrielles de la Ville de Paris, Paris Sciences et Lettres University, Sorbonne Université, Université de Paris 1, Paris, 75005, France
| | - Xavier Mousset
- Laboratoire de Physique et Mécanique des Milieux Hétérogènes, Unité Mixte de Recherche 7636 Centre National de la Recherche Scientifique, École Supérieure de Physique et de Chimie Industrielles de la Ville de Paris, Paris Sciences et Lettres University, Sorbonne Université, Université de Paris 1, Paris, 75005, France
| | - Chloé Dupuis
- Laboratoire de Physique et Mécanique des Milieux Hétérogènes, Unité Mixte de Recherche 7636 Centre National de la Recherche Scientifique, École Supérieure de Physique et de Chimie Industrielles de la Ville de Paris, Paris Sciences et Lettres University, Sorbonne Université, Université de Paris 1, Paris, 75005, France
| | - Lucile Rabiet
- Laboratoire de Physique et Mécanique des Milieux Hétérogènes, Unité Mixte de Recherche 7636 Centre National de la Recherche Scientifique, École Supérieure de Physique et de Chimie Industrielles de la Ville de Paris, Paris Sciences et Lettres University, Sorbonne Université, Université de Paris 1, Paris, 75005, France
| | - Mauricio Hoyos
- Laboratoire de Physique et Mécanique des Milieux Hétérogènes, Unité Mixte de Recherche 7636 Centre National de la Recherche Scientifique, École Supérieure de Physique et de Chimie Industrielles de la Ville de Paris, Paris Sciences et Lettres University, Sorbonne Université, Université de Paris 1, Paris, 75005, France
| | - Jean-Michel Peyrin
- Sorbonne Universités, Faculté des Sciences et Ingénierie, CNRS UMR 8246, INSERM U1130, Neurosciences Paris Seine, Institut de Biologie Paris Seine, Paris, 75005, France
| | - Jean-Luc Aider
- Laboratoire de Physique et Mécanique des Milieux Hétérogènes, Unité Mixte de Recherche 7636 Centre National de la Recherche Scientifique, École Supérieure de Physique et de Chimie Industrielles de la Ville de Paris, Paris Sciences et Lettres University, Sorbonne Université, Université de Paris 1, Paris, 75005, France
| |
Collapse
|
34
|
Stochastic Modeling of Particle Transport in Confined Geometries: Problems and Peculiarities. FLUIDS 2022. [DOI: 10.3390/fluids7030105] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
The equivalence between parabolic transport equations for solute concentrations and stochastic dynamics for solute particle motion represents one of the most fertile correspondences in statistical physics originating from the work by Einstein on Brownian motion. In this article, we analyze the problems and the peculiarities of the stochastic equations of motion in microfluidic confined systems. The presence of solid boundaries leads to tensorial hydrodynamic coefficients (hydrodynamic resistance matrix) that depend also on the particle position. Singularity issues, originating from the non-integrable divergence of the entries of the resistance matrix near a solid no-slip boundary, determine some mass-transport paradoxes whenever surface phenomena, such as surface chemical reactions at the walls, are considered. These problems can be overcome by considering the occurrence of non vanishing slippage. Added-mass effects and the influence of fluid inertia in confined geometries are also briefly addressed.
Collapse
|
35
|
Lv H, Chen X, Zhang Y, Wang X, Zeng X, Zhang D. Two-stage particle separation channel based on standing surface acoustic wave. J Microsc 2022; 286:42-54. [PMID: 35179787 DOI: 10.1111/jmi.13090] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2021] [Revised: 12/24/2021] [Accepted: 02/02/2022] [Indexed: 11/26/2022]
Abstract
Microfluidic technology has great advantages in the precise manipulation of micro and nano particles, and the collection method of micro and nano particles based on ultrasonic standing waves has attracted much attention for its high efficiency and simplicity of structure. This paper proposes a two-stage particle separation channel using ultrasound. In the microfluidic channel, two different sound pressure regions are used to achieve the separation of particles with positive acoustic contrast factors. Through numerical simulation, the performance of three common piezoelectric substrate materials was compared qualitatively and quantitatively, and it was found that the output sound pressure intensity of 128°YX-LiNbO3 was high and the output was stable. At the same time, the influence of the number of electrode pairs of the interdigital transducer and the electrode voltage on the output sound wave is studied. Finally, 15 pairs of electrode pairs are selected, and the electrode voltages of the two sound pressure regions are 2.0V and 3.0V respectively. After selecting the corresponding parameters, the separation process was numerically simulated, and the separation of three kinds of particles was successfully achieved. This work has laid a certain theoretical foundation for rapid disease diagnosis and real-time monitoring of the environment in practical applications. This article is protected by copyright. All rights reserved.
Collapse
Affiliation(s)
- Honglin Lv
- Faculty of Mechanical Engineering and Automation, Liaoning University of Technology, Jinzhou, Liaoning, 121001, China
| | - Xueye Chen
- College of Transportation, Ludong University, Yantai, Shandong, 264025, China
| | - Yaolong Zhang
- Faculty of Mechanical Engineering and Automation, Liaoning University of Technology, Jinzhou, Liaoning, 121001, China
| | - Xiangyang Wang
- College of Transportation, Ludong University, Yantai, Shandong, 264025, China
| | - Xiangwei Zeng
- College of Transportation, Ludong University, Yantai, Shandong, 264025, China
| | - Dengying Zhang
- College of Physics and Optoelectronic Engineering, Ludong University, Yantai, Shandong, 264025, China
| |
Collapse
|
36
|
Zhou Y. Effect of microchannel protrusion on the bulk acoustic wave-induced acoustofluidics: numerical investigation. Biomed Microdevices 2021; 24:7. [PMID: 34964071 DOI: 10.1007/s10544-021-00608-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/11/2021] [Indexed: 11/30/2022]
Abstract
Acoustofluidics inside the microchannel has already found its wide applications recently. Acoustic streaming and radiation force are two underlying mechanisms that determine the trajectory of microparticles and cells in the manipulation. Critical particle size of viscous effects is found to be about 1.6 µm in the conventional rectangular microchannel (W × H = 380 m × 160 m) at the frequency of 2 MHz, below which the acoustic streaming dominants, and is independent of the driving voltage. In order to effectively adjust such a critical size, a approach is proposed and evaluated numerically to enhance the acoustic streaming by adding some protrusions (i.e., in the shape of a wedge, rod, half-ellipse) to the middle of the top or bottom wall. It is found that the resonant frequency and acoustic pressure will decrease and the acoustic streaming velocity will increase significantly, respectively, with the increase of protrusion height (up to 30 µm while keeping the width the same as 8 µm). Subsequently, trajectory motion patterns of microparticles have apparent changes in comparison to those inside the rectangular microchannel, and acoustic streaming can even dominate the motion of large microparticles (i.e., 10 µm). As a result, the critical particle size could be increased up to 72.5 µm. Furthermore, different protrusion shapes (i.e., wedge, rod, half-ellipse) on the top wall were compared. The sharpness of protrusion at its tip seems to determine the acoustic streaming velocity. The wedge attached to the bottom wall had higher resonant frequency and lower acoustic streaming velocity compared with the top wedge in the same dimension. The patterns of acoustic streaming and microparticle trajectory motion in the microchannel with dual wedges on the top and bottom walls are not the superposition of those of the top and bottom wedge individually. In summary, the geometry of the microchannel has a significant effect on the induced acoustofluidics by the bulk acoustic waves. A much larger acoustic streaming velocity is produced at the tip of the protrusion to change the critical size of microparticles between acoustic streaming and radiation force. It suggests that more applications of acoustofluidics (i.e., mixing and sonoporation) to microparticles and cells in various sizes are feasible by designing an appropriate geometry of the microchannel.
Collapse
Affiliation(s)
- Yufeng Zhou
- State Key Laboratory of Ultrasound in Medicine and Engineering, College of Biomedical Engineering, Chongqing Medical University, Chongqing, 400016, China. .,Chongqing Key Laboratory of Biomedical Engineering, Chongqing Medical University, Chongqing, 400016, China.
| |
Collapse
|
37
|
Banerjee S, Afzal MA, Chokshi P, Rathore AS. Mechanistic modelling of Chinese hamster ovary cell clarification using acoustic wave separator. Chem Eng Sci 2021. [DOI: 10.1016/j.ces.2021.116894] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
|
38
|
Centner CS, Moore JT, Baxter ME, Long ZT, Miller JM, Kovatsenko ES, Xie B, Menze MA, Berson RE, Bates PJ, Yaddanapudi K, Kopechek JA. Acoustofluidic-mediated molecular delivery to human T cells with a three-dimensional-printed flow chamber. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2021; 150:4534. [PMID: 34972278 DOI: 10.1121/10.0009054] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Accepted: 11/09/2021] [Indexed: 06/14/2023]
Abstract
Cell-based therapies have garnered significant interest to treat cancer and other diseases. Acoustofluidic technologies are in development to improve cell therapy manufacturing by facilitating rapid molecular delivery across the plasma membrane via ultrasound and microbubbles (MBs). In this study, a three-dimensional (3D) printed acoustofluidic device was used to deliver a fluorescent molecule, calcein, to human T cells. Intracellular delivery of calcein was assessed after varying parameters such as MB face charge, MB concentration, flow channel geometry, ultrasound pressure, and delivery time point after ultrasound treatment. MBs with a cationic surface charge caused statistically significant increases in calcein delivery during acoustofluidic treatment compared to MBs with a neutral surface charge (p < 0.001). Calcein delivery was significantly higher with a concentric spiral channel geometry compared to a rectilinear channel geometry (p < 0.001). Additionally, calcein delivery was significantly enhanced at increased ultrasound pressures of 5.1 MPa compared to lower ultrasound pressures between 0-3.8 MPa (p < 0.001). These results demonstrate that a 3D-printed acoustofluidic device can significantly enhance intracellular delivery of biomolecules to T cells, which may be a viable approach to advance cell-based therapies.
Collapse
Affiliation(s)
- Connor S Centner
- Department of Bioengineering, University of Louisville, Louisville, Kentucky 40292, USA
| | - John T Moore
- Department of Bioengineering, University of Louisville, Louisville, Kentucky 40292, USA
| | - Mary E Baxter
- Department of Bioengineering, University of Louisville, Louisville, Kentucky 40292, USA
| | - Zachary T Long
- Department of Bioengineering, University of Louisville, Louisville, Kentucky 40292, USA
| | - Jacob M Miller
- Department of Chemical Engineering, University of Louisville, Louisville, Kentucky 40292, USA
| | | | - Benjamin Xie
- Department of Biology, University of Louisville, Louisville, Kentucky 40292, USA
| | - Michael A Menze
- Department of Biology, University of Louisville, Louisville, Kentucky 40292, USA
| | - R Eric Berson
- Department of Chemical Engineering, University of Louisville, Louisville, Kentucky 40292, USA
| | - Paula J Bates
- School of Medicine, University of Louisville, Louisville, Kentucky 40202, USA
| | - Kavitha Yaddanapudi
- Department of Surgery, University of Louisville, Louisville, Kentucky 40202, USA
| | - Jonathan A Kopechek
- Department of Bioengineering, University of Louisville, Louisville, Kentucky 40292, USA
| |
Collapse
|
39
|
Dong J, Liang D, Yang X, Sun C. Influences of microparticle radius and microchannel height on SSAW-based acoustophoretic aggregation. ULTRASONICS 2021; 117:106547. [PMID: 34419898 DOI: 10.1016/j.ultras.2021.106547] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Revised: 07/30/2021] [Accepted: 07/30/2021] [Indexed: 06/13/2023]
Abstract
The use of acoustic waves for microfluidic aggregation has become widespread in chemistry, biology and medicine. Although numerous experimental and analytical studies have been undertaken to study the acoustophoretic aggregation mechanisms, few studies have been conducted to optimise the device design. This paper presents a numerical investigation of the acoustophoresis of microparticles suspended in compressible liquid. The wall of the rectangular microchannel is made of Polydimethylsiloxane (PDMS), and Standing Surface Acoustic Waves (SSAW) are introduced into the channel from the bottom wall. First, the relative amplitude of the acoustic radiation force and the viscous drag force is evaluated for particles of different radii ranging from 0.1μm to 15μm. Only when the particle size is larger than a critical value can the particles accumulate at acoustic pressure nodes (PNs). The efficiency of the particle accumulation depends on the microchannel height, so an extensive parametric study is then undertaken to identify the optimum microchannel height. The optimum height, when normalised by the acoustic wavelength, is found to be between 0.57 and 0.82. These findings provide insights into the design of acoustophoretic devices.
Collapse
Affiliation(s)
- Jing Dong
- Department of Engineering, University of Cambridge, Cambridge CB2 1PZ, UK
| | - Dongfang Liang
- Department of Engineering, University of Cambridge, Cambridge CB2 1PZ, UK.
| | - Xin Yang
- Department of Electrical and Electronic Engineering, School of Engineering, Cardiff University, Cardiff CF24 3AA, UK
| | - Chao Sun
- School of Life Sciences, Northwestern Polytechnical University, Xi'an 710129, PR China
| |
Collapse
|
40
|
Thurgood P, Concilia G, Tran N, Nguyen N, Hawke AJ, Pirogova E, Jex AR, Peter K, Baratchi S, Khoshmanesh K. Generation of programmable dynamic flow patterns in microfluidics using audio signals. LAB ON A CHIP 2021; 21:4672-4684. [PMID: 34739024 DOI: 10.1039/d1lc00568e] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Customised audio signals, such as musical notes, can be readily generated by audio software on smartphones and played over audio speakers. Audio speakers translate electrical signals into the mechanical motion of the speaker cone. Coupling the inlet tube to the speaker cone causes the harmonic oscillation of the tube, which in turn changes the velocity profile and flow rate. We employ this strategy for generating programmable dynamic flow patterns in microfluidics. We show the generation of customised rib and vortex patterns through the application of multi-tone audio signals in water-based and whole blood samples. We demonstrate the precise capability to control the number and extent of the ribs and vortices by simply setting the frequency ratio of two- and three-tone audio signals. We exemplify potential applications of tube oscillation for studying the functional responses of circulating immune cells under pathophysiological shear rates. The system is programmable, compact, low-cost, biocompatible, and durable. These features make it suitable for a variety of applications across chemistry, biology, and physics.
Collapse
Affiliation(s)
- Peter Thurgood
- School of Engineering, RMIT University, Melbourne, Victoria, Australia.
| | | | - Nhiem Tran
- School of Science, RMIT University, Melbourne, Victoria, Australia
| | - Ngan Nguyen
- School of Engineering, RMIT University, Melbourne, Victoria, Australia.
| | - Adam J Hawke
- School of Engineering, RMIT University, Melbourne, Victoria, Australia.
| | - Elena Pirogova
- School of Engineering, RMIT University, Melbourne, Victoria, Australia.
| | - Aaron R Jex
- Population Health and Immunity Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, Victoria, Australia
| | - Karlheinz Peter
- Baker Heart and Diabetes Institute, Melbourne, Victoria, Australia
- Department of Cardiometabolic Health, The University of Melbourne, Parkville, Victoria, Australia
| | - Sara Baratchi
- School of Health & Biomedical Sciences, RMIT University, Bundoora, Victoria, Australia.
| | | |
Collapse
|
41
|
Olm F, Panse L, Dykes JH, Bexell D, Laurell T, Scheding S. Label-free separation of neuroblastoma patient-derived xenograft (PDX) cells from hematopoietic progenitor cell products by acoustophoresis. Stem Cell Res Ther 2021; 12:542. [PMID: 34654486 PMCID: PMC8518319 DOI: 10.1186/s13287-021-02612-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Accepted: 09/23/2021] [Indexed: 11/23/2022] Open
Abstract
Background Graft-contaminating tumor cells correlate with inferior outcome in high-risk neuroblastoma patients undergoing hematopoietic stem cell transplantation and can contribute to relapse. Motivated by the potential therapeutic benefit of tumor cell removal as well as the high prognostic and diagnostic value of isolated circulating tumor cells from stem cell grafts, we established a label-free acoustophoresis-based microfluidic technology for neuroblastoma enrichment and removal from peripheral blood progenitor cell (PBPC) products. Methods Neuroblastoma patient-derived xenograft (PDX) cells were spiked into PBPC apheresis samples as a clinically relevant model system. Cells were separated by ultrasound in an acoustophoresis microchip and analyzed for recovery, purity and function using flow cytometry, quantitative real-time PCR and cell culture. Results PDX cells and PBPCs showed distinct size distributions, which is an important parameter for efficient acoustic separation. Acoustic cell separation did not affect neuroblastoma cell growth. Acoustophoresis allowed to effectively separate PDX cells from spiked PBPC products. When PBPCs were spiked with 10% neuroblastoma cells, recoveries of up to 98% were achieved for PDX cells while more than 90% of CD34+ stem and progenitor cells were retained in the graft. At clinically relevant tumor cell contamination rates (0.1 and 0.01% PDX cells in PBPCs), neuroblastoma cells were depleted by more than 2-log as indicated by RT-PCR analysis of PHOX2B, TH and DDC genes, while > 85% of CD34+ cells could be retained in the graft. Conclusion These results demonstrate the potential use of label-free acoustophoresis for PBPC processing and its potential to develop label-free, non-contact tumor cell enrichment and purging procedures for future clinical use. Supplementary Information The online version contains supplementary material available at 10.1186/s13287-021-02612-2.
Collapse
Affiliation(s)
- Franziska Olm
- Lund Stem Cell Centre and Division of Molecular Haematology, Department of Laboratory Medicine, Lund University, Klinikgatan 26, BMC B12, 221 84, Lund, Sweden
| | - Lena Panse
- Lund Stem Cell Centre and Division of Molecular Haematology, Department of Laboratory Medicine, Lund University, Klinikgatan 26, BMC B12, 221 84, Lund, Sweden.,Department of Biotechnology, Technical University Berlin, Berlin, Germany
| | - Josefina H Dykes
- Division of Haematology and Transfusion Medicine, Department of Laboratory Medicine, University and Regional Laboratories, Lund, Sweden
| | - Daniel Bexell
- Division of Translational Cancer Research, Department of Laboratory Medicine, Lund University Cancer Center, Lund University, Lund, Sweden
| | - Thomas Laurell
- Division of Nanobiotechnology and Lab-On-a-Chip, Department of Biomedical Engineering, Lund University, Lund, Sweden
| | - Stefan Scheding
- Lund Stem Cell Centre and Division of Molecular Haematology, Department of Laboratory Medicine, Lund University, Klinikgatan 26, BMC B12, 221 84, Lund, Sweden. .,Department of Haematology, Skåne University Hospital, Lund, Sweden.
| |
Collapse
|
42
|
Jannesar EA, Hamzehpour H. Acoustic tweezing of microparticles in microchannels with sinusoidal cross sections. Sci Rep 2021; 11:17902. [PMID: 34504163 PMCID: PMC8429439 DOI: 10.1038/s41598-021-97132-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Accepted: 08/18/2021] [Indexed: 01/03/2023] Open
Abstract
Acoustic tweezing of bioparticles has distinct advantages over other manipulation methods such as electrophoresis or magnetophoresis in biotechnological applications. This manipulation method guarantees the viability of the bio-particles during and after the process. In this paper, the effects of sinusoidal boundaries of a microchannel on acoustophoretic manipulation of microparticles are studied. Our results show that while top and bottom walls are vertically actuated at the horizontal half-wave resonance frequency, a large mono-vortex appears, which is never achievable in a rectangular geometry with flat walls and one-dimensional oscillations. The drag force caused by such a vortex in combination with the tilted acoustic radiation force leads to trapping and micromixing of microparticles with diameters larger and smaller than the critical size, respectively. Simulation results in this paper show that efficient particle trapping occurs at the intermediate sinusoidal boundary amplitudes. It is also indicated that in a square-sinusoidal geometry there are two strong vortices, instead of one vortex. Sub-micrometer particles tend to be trapped dramatically faster in such a geometry than in the rectangular-sinusoidal ones.
Collapse
Affiliation(s)
- Elnaz Attar Jannesar
- Department of Physics, K.N. Toosi University of Technology, Tehran, 15875-4416, Iran
| | - Hossein Hamzehpour
- Department of Physics, K.N. Toosi University of Technology, Tehran, 15875-4416, Iran. .,School of Physics, Institute for Research in Fundamental Sciences (IPM), Tehran, 19395-5531, Iran.
| |
Collapse
|
43
|
Ghadiri MM, Hosseini SA, Sadatsakkak SA, Rajabpour A. Inertial microfluidics: Determining the effect of geometric key parameters on capture efficiency along with a feasibility evaluation for bone marrow cells sorting. Biomed Microdevices 2021; 23:41. [PMID: 34379212 DOI: 10.1007/s10544-021-00577-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/29/2021] [Indexed: 11/29/2022]
Abstract
Despite great developments in inertial microfluidics, there is still a lack of knowledge to precisely define the particles' behavior in the microchannels. In the present study, as a prerequisite to experimental studies, numerical simulations have been used to study the capture efficiency of target particles in the contraction-expansion microchannel, aiming to provide an estimation of the conditions at which the channel performs best. Fluid analysis based on Navier-Stokes equations is conducted using the finite element method to determine the streamlines and vortices. The highest capture efficiency for 10, 15, and 19-micron particles occurs when the center of the vortex is approximately in the middle of the wide section (at the flow rate of 0.35 ml/min). In addition to investigating the effect of particle diameter and input flow rate, the effect of channel geometry parameters (channel height and initial length of the channel) on particle trapping has also been studied. Also, to consider great interest in separating different-sized bioparticles from a sample, a three-stage platform has been designed to separate four types of bone marrow cells and evaluate the possibility of using contraction-expansion channels in this application.
Collapse
Affiliation(s)
- Mohammad Mahdi Ghadiri
- Department of Mechanical Engineering, Imam Khomeini International University, Qazvin, Iran
| | - Seied Ali Hosseini
- Department of Electrical Engineering, Imam Khomeini International University, Qazvin, Iran.
| | | | - Ali Rajabpour
- Department of Mechanical Engineering, Imam Khomeini International University, Qazvin, Iran
| |
Collapse
|
44
|
Beshay PE, Ibrahim AM, Jeffrey SS, Howe RT, Anis YH. Encapsulated Cell Dynamics in Droplet Microfluidic Devices with Sheath Flow. MICROMACHINES 2021; 12:mi12070839. [PMID: 34357249 PMCID: PMC8304737 DOI: 10.3390/mi12070839] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/04/2021] [Revised: 07/15/2021] [Accepted: 07/16/2021] [Indexed: 11/16/2022]
Abstract
In this paper we study the dynamics of single cells encapsulated in water-in-oil emulsions in a microchannel. The flow field of a microfluidic channel is coupled to the internal flow field of a droplet through viscous traction at the interface, resulting in a rotational flow field inside the droplet. An encapsulated single cell being subjected to this flow field responds by undergoing multiple orbits, spins, and deformations that depend on its physical properties. Monitoring the cell dynamics, using a high-speed camera, can lead to the development of new label-free methods for the detection of rare cells, based on their biomechanical properties. A sheath flow microchannel was proposed to strengthen the rotational flow field inside droplets flowing in Poiseuille flow conditions. A numerical model was developed to investigate the effect of various parameters on the rotational flow field inside a droplet. The multi-phase flow model required the tracking of the fluid–fluid interface, which deforms over time due to the applied shear stresses. Experiments confirmed the significant effect of the sheath flow rate on the cell dynamics, where the speed of cell orbiting was doubled. Doubling the cell speed can double the amount of extracted biomechanical information from the encapsulated cell, while it remains within the field of view of the camera used.
Collapse
Affiliation(s)
- Peter E. Beshay
- Mechanical Design and Production Department, Faculty of Engineering, Cairo University, Giza 12613, Egypt; (P.E.B.); (A.M.I.)
| | - Ali M. Ibrahim
- Mechanical Design and Production Department, Faculty of Engineering, Cairo University, Giza 12613, Egypt; (P.E.B.); (A.M.I.)
| | - Stefanie S. Jeffrey
- Department of Surgery, Stanford University School of Medicine, Stanford, CA 94305, USA;
| | - Roger T. Howe
- Department of Electrical Engineering, Stanford University, Stanford, CA 94305, USA;
| | - Yasser H. Anis
- Mechanical Design and Production Department, Faculty of Engineering, Cairo University, Giza 12613, Egypt; (P.E.B.); (A.M.I.)
- Correspondence:
| |
Collapse
|
45
|
Wu Y, Stewart AG, Lee PVS. High-throughput microfluidic compressibility cytometry using multi-tilted-angle surface acoustic wave. LAB ON A CHIP 2021; 21:2812-2824. [PMID: 34109338 DOI: 10.1039/d1lc00186h] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Cellular mechanical properties (e.g. compressibility) are important biophysical markers in relation to cellular processes and functionality. Among the methods for cell mechanical measurement, acoustofluidic methods appear to be advantageous due to tunability, biocompatibility and acousto-mechanical nature. However, the previous acoustofluidic methods were limited in throughput and number of measurements. In this study, we developed a high-throughput microfluidic compressibility cytometry approach using multi-tilted-angle surface acoustic wave, which can provide thousands of single-cell compressibility measurements within minutes. The compressibility cytometer was constructed to drag microparticles or cells towards the microfluidic channel sidewall at different segments based on their biophysical properties (such as size and compressibility), as a result of the varied balance between acoustics and flow. Mathematical analysis and computational simulation revealed that the compressibility of a cell could be estimated from the position of collision with the sidewall. Microbeads of different materials and sizes were experimentally tested to validate the simulation and to demonstrate the capability to characterise size and compressibility. MDA MB231 cells, of the triple negative breast cancer subtype, were treated with the microtubule disrupting agent colchicine which increased compressibility and treated with the actin disrupting agent cytochalasin B which increased cell size but did not change compressibility. Moreover, the highly metastatic variant MDA MB231 LNm5 cell line showed increased compressibility compared to the parent MDA MB231 cells, indicating the potential utility of high-throughput mechanophenotyping for tumour cell characterisation.
Collapse
Affiliation(s)
- Yanqi Wu
- Department of Biomedical Engineering, University of Melbourne, Melbourne, VIC 3010, Australia.
| | - Alastair G Stewart
- Department of Biochemistry and Pharmacology, University of Melbourne, Melbourne, VIC 3010, Australia and ARC Centre for Personalised Therapeutics Technologies, Melbourne, VIC 3010, Australia
| | - Peter V S Lee
- Department of Biomedical Engineering, University of Melbourne, Melbourne, VIC 3010, Australia.
| |
Collapse
|
46
|
Wang Z, Guo Y, Wadbro E, Liu Z. Topology Optimization of Passive Cell Traps. MICROMACHINES 2021; 12:mi12070809. [PMID: 34357219 PMCID: PMC8303924 DOI: 10.3390/mi12070809] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/03/2021] [Revised: 07/06/2021] [Accepted: 07/06/2021] [Indexed: 11/16/2022]
Abstract
This paper discusses a flexible design method of cell traps based on the topology optimization of fluidic flows. Being different from the traditional method, this method obtains the periodic layout of the cell traps according to the cell trapping requirements by proposing a topology optimization model. Additionally, it satisfies the cell trapping function by restricting the flow distribution while taking into account the overall energy dissipation of the flow field. The dependence on the experience of the designer is reduced when this method is used to design a cell trap with acceptable trapping performance. By comparing the influence of the changes of various parameters on the optimization results, the flexibility of the topology optimization method for cell trap structure optimization is verified. The capability of this design method is validated by several performed comparisons between the obtained layouts and optimized designs in the published literature.
Collapse
Affiliation(s)
- Zhiqi Wang
- Changchun Institute of Optics, Fine Mechanics and Physics (CIOMP), Chinese Academy of Sciences, Changchun 130033, China;
- School of Optoelectronics, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Yuchen Guo
- Ji Hua Laboratory, Foshan 528000, China;
| | - Eddie Wadbro
- Department of Mathematics and Computer Science, Karlstad University, SE-651 88 Karlstad, Sweden;
| | - Zhenyu Liu
- Changchun Institute of Optics, Fine Mechanics and Physics (CIOMP), Chinese Academy of Sciences, Changchun 130033, China;
- School of Optoelectronics, University of Chinese Academy of Sciences, Beijing 100049, China
- Correspondence:
| |
Collapse
|
47
|
Sharan P, Nsamela A, Lesher-Pérez SC, Simmchen J. Microfluidics for Microswimmers: Engineering Novel Swimmers and Constructing Swimming Lanes on the Microscale, a Tutorial Review. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2021; 17:e2007403. [PMID: 33949106 DOI: 10.1002/smll.202007403] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Revised: 01/29/2021] [Indexed: 05/16/2023]
Abstract
This paper provides an updated review of recent advances in microfluidics applied to artificial and biohybrid microswimmers. Sharing the common regime of low Reynolds number, the two fields have been brought together to take advantage of the fluid characteristics at the microscale, benefitting microswimmer research multifold. First, microfluidics offer simple and relatively low-cost devices for high-fidelity production of microswimmers made of organic and inorganic materials in a variety of shapes and sizes. Microscale confinement and the corresponding fluid properties have demonstrated differential microswimmer behaviors in microchannels or in the presence of various types of physical or chemical stimuli. Custom environments to study these behaviors have been designed in large part with the help of microfluidics. Evaluating microswimmers in increasingly complex lab environments such as microfluidic systems can ensure more effective implementation for in-field applications. The benefits of microfluidics for the fabrication and evaluation of microswimmers are balanced by the potential use of microswimmers for sample manipulation and processing in microfluidic systems, a large obstacle in diagnostic and other testing platforms. In this review various ways in which these two complementary technology fields will enhance microswimmer development and implementation in various fields are introduced.
Collapse
Affiliation(s)
- Priyanka Sharan
- Chair of Physical Chemistry, TU Dresden, 01062, Dresden, Germany
| | | | | | - Juliane Simmchen
- Chair of Physical Chemistry, TU Dresden, 01062, Dresden, Germany
| |
Collapse
|
48
|
Zhang Y, Chen X. Particle separation in microfluidics using different modal ultrasonic standing waves. ULTRASONICS SONOCHEMISTRY 2021; 75:105603. [PMID: 34044322 PMCID: PMC8233384 DOI: 10.1016/j.ultsonch.2021.105603] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Accepted: 05/18/2021] [Indexed: 05/14/2023]
Abstract
Microfluidic technology has great advantages in the precise manipulation of micro and nano particles, and the separation of micro and nano particles based on ultrasonic standing waves has attracted much attention for its high efficiency and simplicity of structure. This paper proposes a device that uses three modes of ultrasonic standing waves to continuously separate particles with positive acoustic contrast factor in microfluidics. Three modes of acoustic standing waves are used simultaneously in different parts of the microchannel. According to the different acoustic radiation force received by the particles, the particles are finally separated to the pressure node lines on both sides and the center of the microchannel. In this separation method, initial hydrodynamic focusing and satisfying various equilibrium constraints during the separation process are the key. Through numerical simulation, the resonance frequency of the interdigital transducer, the distribution of sound pressure in the liquid, and the relationship between the interdigital electrode voltage and the output sound pressure are obtained. Finally, the entire separation process in the microchannel was simulated, and the separation of the two particles was successfully achieved. This work has laid a certain theoretical foundation for the rapid diagnosis of diseases in practical applications.
Collapse
Affiliation(s)
- Yaolong Zhang
- College of Transportation, Ludong University, Yantai, Shandong 264025, China; Faculty of Mechanical Engineering and Automation, Liaoning University of Technology, Jinzhou, Liaoning 121001, China
| | - Xueye Chen
- College of Transportation, Ludong University, Yantai, Shandong 264025, China.
| |
Collapse
|
49
|
Cui M, Kim M, Weisensee PB, Meacham JM. Thermal considerations for microswimmer trap-and-release using standing surface acoustic waves. LAB ON A CHIP 2021; 21:2534-2543. [PMID: 33998632 DOI: 10.1039/d1lc00257k] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Controlled trapping of cells and microorganisms using substrate acoustic waves (SAWs; conventionally termed surface acoustic waves) has proven useful in numerous biological and biomedical applications owing to the label- and contact-free nature of acoustic confinement. However, excessive heating due to vibration damping and other system losses potentially compromises the biocompatibility of the SAW technique. Herein, we investigate the thermal biocompatibility of polydimethylsiloxane (PDMS)-based SAW and glass-based SAW [that supports a bulk acoustic wave (BAW) in the fluid domain] devices operating at different frequencies and applied voltages. First, we use infrared thermography to produce heat maps of regions of interest (ROI) within the aperture of the SAW transducers for PDMS- and glass-based devices. Motile Chlamydomonas reinhardtii algae cells are then used to test the trapping performance and biocompatibility of these devices. At low input power, the PDMS-based SAW system cannot generate a large enough acoustic trapping force to hold swimming C. reinhardtii cells. At high input power, the temperature of this device rises rapidly, damaging (and possibly killing) the cells. The glass-based SAW/BAW hybrid system, on the other hand, can not only trap swimming C. reinhardtii at low input power, but also exhibits better thermal biocompatibility than the PDMS-based SAW system at high input power. Thus, a glass-based SAW/BAW device creates strong acoustic trapping forces in a biocompatible environment, providing a new solution to safely trap active microswimmers for research involving motile cells and microorganisms.
Collapse
Affiliation(s)
- Mingyang Cui
- Department of Mechanical Engineering and Materials Science, Washington University in St. Louis, St. Louis, Missouri 63130, USA.
| | - Minji Kim
- Department of Mechanical Engineering and Materials Science, Washington University in St. Louis, St. Louis, Missouri 63130, USA.
| | - Patricia B Weisensee
- Department of Mechanical Engineering and Materials Science, Washington University in St. Louis, St. Louis, Missouri 63130, USA.
| | - J Mark Meacham
- Department of Mechanical Engineering and Materials Science, Washington University in St. Louis, St. Louis, Missouri 63130, USA.
| |
Collapse
|
50
|
Ma J, Liang D, Yang X, Wang H, Wu F, Sun C, Xiao Y. Numerical study of acoustophoretic manipulation of particles in microfluidic channels. Proc Inst Mech Eng H 2021; 235:1163-1174. [PMID: 34116594 DOI: 10.1177/09544119211024775] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The microfluidic technology based on surface acoustic waves (SAW) has been developing rapidly, as it can precisely manipulate fluid flow and particle motion at microscales. We hereby present a numerical study of the transient motion of suspended particles in a microchannel. In conventional studies, only the microchannel's bottom surface generates SAW and only the final positions of the particles are analyzed. In our study, the microchannel is sandwiched by two identical SAW transducers at both the bottom and top surfaces while the channel's sidewalls are made of poly-dimethylsiloxane (PDMS). Based on the perturbation theory, the suspended particles are subject to two types of forces, namely the Acoustic Radiation Force (ARF) and the Stokes Drag Force (SDF), which correspond to the first-order acoustic field and the second-order streaming field, respectively. We use the Finite Element Method (FEM) to compute the fluid responses and particle trajectories. Our numerical model is shown to be accurate by verifying against previous experimental and numerical results. We have determined the threshold particle size that divides the SDF-dominated regime and the ARF-dominated regime. By examining the time scale of the particle movement, we provide guidelines on the device design and operation.
Collapse
Affiliation(s)
- Jun Ma
- Department of Engineering, University of Cambridge, Cambridge, UK
| | - Dongfang Liang
- Department of Engineering, University of Cambridge, Cambridge, UK
| | - Xin Yang
- Department of Electrical and Electronic Engineering, School of Engineering, Cardiff University, Cardiff, UK
| | - Hanlin Wang
- Department of Electrical and Electronic Engineering, School of Engineering, Cardiff University, Cardiff, UK
| | - Fangda Wu
- Department of Electrical and Electronic Engineering, School of Engineering, Cardiff University, Cardiff, UK
| | - Chao Sun
- School of Life Sciences, Northwestern Polytechnical University, Xi'an, P.R. China
| | - Yang Xiao
- State Key Laboratory of Hydrology-Water Resources and Hydraulic Engineering, Hohai University, Nanjing, P.R. China
| |
Collapse
|