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Guastamacchia MGR, Xue R, Madi K, Pitkeathly WTE, Lee PD, Webb SED, Cartmell SH, Dalgarno PA. Instantaneous 4D micro-particle image velocimetry (µPIV) via multifocal microscopy (MUM). Sci Rep 2022; 12:18458. [PMID: 36323775 PMCID: PMC9630545 DOI: 10.1038/s41598-022-22701-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2022] [Accepted: 10/18/2022] [Indexed: 11/29/2022] Open
Abstract
Multifocal microscopy (MUM), a technique to capture multiple fields of view (FOVs) from distinct axial planes simultaneously and on one camera, was used to perform micro-particle image velocimetry (µPIV) to reconstruct velocity and shear stress fields imposed by a liquid flowing around a cell. A diffraction based multifocal relay was used to capture images from three different planes with 630 nm axial spacing from which the axial positions of the flow-tracing particles were calculated using the image sharpness metric. It was shown that MUM can achieve an accuracy on the calculated velocity of around (0.52 ± 0.19) µm/s. Using fixed cells, MUM imaged the flow perturbations at sub-cellular level, which showed characteristics similar to those observed in the literature. Using live cells as an exemplar, MUM observed the effect of changing cell morphology on the local flow during perfusion. Compared to standard confocal laser scanning microscope, MUM offers a clear advantage in acquisition speed for µPIV (over 300 times faster). This is an important characteristic for rapidly evolving biological systems where there is the necessity to monitor in real time entire volumes to correlate the sample responses to the external forces.
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Affiliation(s)
- M G R Guastamacchia
- EPSRC Centre for Doctoral Training in Applied Photonics, Heriot-Watt University, Edinburgh, UK.,Science and Technology Facilities Council, Research Complex at Harwell, Rutherford Appleton Laboratory, Harwell, UK.,Institute of Biological Chemistry, Biophysics and Bioengineering, Heriot-Watt University, Edinburgh, UK
| | - R Xue
- Department of Materials, School of Natural Sciences, Faculty of Science and Engineering, University of Manchester, Manchester, UK.,The Henry Royce Institute, Royce Hub Building, The University of Manchester, Manchester, UK
| | - K Madi
- Department of Materials, School of Natural Sciences, Faculty of Science and Engineering, University of Manchester, Manchester, UK.,3Dmagination Ltd, Atlas Building, Harwell Campus, Didcot, UK
| | - W T E Pitkeathly
- Institute of Biological Chemistry, Biophysics and Bioengineering, Heriot-Watt University, Edinburgh, UK
| | - P D Lee
- Department of Materials, School of Natural Sciences, Faculty of Science and Engineering, University of Manchester, Manchester, UK.,The Henry Royce Institute, Royce Hub Building, The University of Manchester, Manchester, UK
| | - S E D Webb
- Science and Technology Facilities Council, Research Complex at Harwell, Rutherford Appleton Laboratory, Harwell, UK.,Biotechnology and Biological Sciences Research Council, Swindon, UK
| | - S H Cartmell
- Department of Materials, School of Natural Sciences, Faculty of Science and Engineering, University of Manchester, Manchester, UK.,The Henry Royce Institute, Royce Hub Building, The University of Manchester, Manchester, UK
| | - P A Dalgarno
- Institute of Biological Chemistry, Biophysics and Bioengineering, Heriot-Watt University, Edinburgh, UK.
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2
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Fu P, Li P, Hu Y. A general numerical model of leukocyte adhesion in microchannels. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN BIOMEDICAL ENGINEERING 2022; 38:e3606. [PMID: 35488511 DOI: 10.1002/cnm.3606] [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: 11/19/2021] [Revised: 03/11/2022] [Accepted: 04/19/2022] [Indexed: 06/14/2023]
Abstract
Leukocyte adhesion on the vascular endothelium plays an important role in human immune system and reflects the physiological condition of a human body. In this paper, a generally implementable dynamic adhesion model based on the length limit of microvilli was developed to explore the behavior of a suspended leukocyte's adhesion process under microchannel shear flow. Simulations showed that the whole adhesion process can be divided into cell sedimentation, preliminary adhesion and stable dynamic adhesion stages. The cell tumbling kinetics, cell deformation, cell adhesion area and adhesion force were studied under the conditions of various bond strength, cell membrane surface tension, inlet flow velocity and cytoplasmic viscosity. Results showed that the bond strength affects the cell tumbling behaviors differently by changing the adhesion force. The cell with lower membrane surface tension induces a larger adhesion area, and eventually results in a greater adhesion and a lower cell tumbling velocity. The flow velocity changes cell velocity through the flow viscous force during the whole adhesion process. The cytoplasmic viscosity affects adhesion mainly in the preliminary adhesion stage by changing the cell deformation rate but has slight effect on the stabilized dynamic adhesion on cells. This study provides a simple theoretical basis to further clarify the mechanism of cell behaviors under stress and adhesion and becomes one of the prerequisites for study of tissue inflammation, wound healing, and disease treatments.
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Affiliation(s)
- Peixin Fu
- State Key Laboratory of Ocean Engineering, School of Naval Architecture, Ocean and Civil Engineering, Collaborative Innovation Center for Advanced Ship and Deep-Sea Exploration, Shanghai Jiao Tong University, Shanghai, China
| | - Peiye Li
- State Key Laboratory of Ocean Engineering, School of Naval Architecture, Ocean and Civil Engineering, Collaborative Innovation Center for Advanced Ship and Deep-Sea Exploration, Shanghai Jiao Tong University, Shanghai, China
| | - Yandong Hu
- State Key Laboratory of Ocean Engineering, School of Naval Architecture, Ocean and Civil Engineering, Collaborative Innovation Center for Advanced Ship and Deep-Sea Exploration, Shanghai Jiao Tong University, Shanghai, China
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3
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Peng D, Tong W, Collins DJ, Ibbotson MR, Prawer S, Stamp M. Mechanisms and Applications of Neuromodulation Using Surface Acoustic Waves-A Mini-Review. Front Neurosci 2021; 15:629056. [PMID: 33584193 PMCID: PMC7873291 DOI: 10.3389/fnins.2021.629056] [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: 11/13/2020] [Accepted: 01/07/2021] [Indexed: 12/19/2022] Open
Abstract
The study of neurons is fundamental for basic neuroscience research and treatment of neurological disorders. In recent years ultrasound has been increasingly recognized as a viable method to stimulate neurons. However, traditional ultrasound transducers are limited in the scope of their application by self-heating effects, limited frequency range and cavitation effects during neuromodulation. In contrast, surface acoustic wave (SAW) devices, which are producing wavemodes with increasing application in biomedical devices, generate less self-heating, are smaller and create less cavitation. SAW devices thus have the potential to address some of the drawbacks of traditional ultrasound transducers and could be implemented as miniaturized wearable or implantable devices. In this mini review, we discuss the potential mechanisms of SAW-based neuromodulation, including mechanical displacement, electromagnetic fields, thermal effects, and acoustic streaming. We also review the application of SAW actuation for neuronal stimulation, including growth and neuromodulation. Finally, we propose future directions for SAW-based neuromodulation.
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Affiliation(s)
- Danli Peng
- School of Physics, The University of Melbourne, Melbourne, VIC, Australia
| | - Wei Tong
- School of Physics, The University of Melbourne, Melbourne, VIC, Australia
- National Vision Research Institute, Australian College of Optometry, Carlton, VIC, Australia
- Department of Optometry and Vision Sciences, The University of Melbourne, Parkville, VIC, Australia
| | - David J. Collins
- Biomedical Engineering Department, The University of Melbourne, Melbourne, VIC, Australia
| | - Michael R. Ibbotson
- National Vision Research Institute, Australian College of Optometry, Carlton, VIC, Australia
- Department of Optometry and Vision Sciences, The University of Melbourne, Parkville, VIC, Australia
| | - Steven Prawer
- School of Physics, The University of Melbourne, Melbourne, VIC, Australia
| | - Melanie Stamp
- School of Physics, The University of Melbourne, Melbourne, VIC, Australia
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4
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Jötten A, Angermann S, Stamp MEM, Breyer D, Strobl FG, Wixforth A, Westerhausen C. Correlation of in vitro cell adhesion, local shear flow and cell density. RSC Adv 2019; 9:543-551. [PMID: 35521589 PMCID: PMC9059541 DOI: 10.1039/c8ra07416j] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2018] [Accepted: 12/15/2018] [Indexed: 02/03/2023] Open
Abstract
By combination of particle image velocimetry and live cell imaging in an acoustically driven microfluidic chamber, we study shear and cell density dependent adhesion. We find excellent agreement with simulations considering pure geometrical effects.
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Affiliation(s)
- A. M. Jötten
- Chair for Experimental Physics I
- University of Augsburg
- Germany
- Nanosystems Initiative Munich
- 80799 Munich
| | - S. Angermann
- Chair for Experimental Physics I
- University of Augsburg
- Germany
| | - M. E. M. Stamp
- Chair for Experimental Physics I
- University of Augsburg
- Germany
- Nanosystems Initiative Munich
- 80799 Munich
| | - D. Breyer
- Chair for Experimental Physics I
- University of Augsburg
- Germany
| | - F. G. Strobl
- Chair for Experimental Physics I
- University of Augsburg
- Germany
| | - A. Wixforth
- Chair for Experimental Physics I
- University of Augsburg
- Germany
- Nanosystems Initiative Munich
- 80799 Munich
| | - C. Westerhausen
- Chair for Experimental Physics I
- University of Augsburg
- Germany
- Nanosystems Initiative Munich
- 80799 Munich
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AlJanahi AA, Danielsen M, Dunbar CE. An Introduction to the Analysis of Single-Cell RNA-Sequencing Data. Mol Ther Methods Clin Dev 2018; 10:189-196. [PMID: 30094294 PMCID: PMC6072887 DOI: 10.1016/j.omtm.2018.07.003] [Citation(s) in RCA: 67] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
The recent development of single-cell RNA sequencing has deepened our understanding of the cell as a functional unit, providing new insights based on gene expression profiles of hundreds to hundreds of thousands of individual cells, and revealing new populations of cells with distinct gene expression profiles previously hidden within analyses of gene expression performed on bulk cell populations. However, appropriate analysis and utilization of the massive amounts of data generated from single-cell RNA sequencing experiments are challenging and require an understanding of the experimental and computational pathways taken between preparation of input cells and output of interpretable data. In this review, we will discuss the basic principles of these new technologies, focusing on concepts important in the analysis of single-cell RNA-sequencing data. Specifically, we summarize approaches to quality-control measures for determination of which single cells to include for further examination, methods of data normalization and scaling to overcome the relatively inefficient capture rate of mRNA from each cell, and clustering and visualization algorithms used for dimensional reduction of the data to a two-dimensional plot.
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Affiliation(s)
- Aisha A. AlJanahi
- Translational Stem Cell Biology Branch, NHLBI, NIH, Bethesda, MD, USA
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown University Medical Center, Washington, DC, USA
| | - Mark Danielsen
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown University Medical Center, Washington, DC, USA
| | - Cynthia E. Dunbar
- Translational Stem Cell Biology Branch, NHLBI, NIH, Bethesda, MD, USA
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