Abstract |
Precise measurement of mechanical and electrical properties of single cells can yield useful information on the physiological and pathological state of cells. In this work, we develop a differential multiconstriction microfluidic device with self-aligned 3D electrodes to simultaneously characterize the deformability, electrical impedance and relaxation index of single cells at a high throughput manner (>430 cell/min). Cells are pressure-driven to flow through a series of sequential microfluidic constrictions, during which deformability, electrical impedance and relaxation index of single cells are extracted simultaneously from impedance spectroscopy measurements. Mechanical and electrical phenotyping of untreated, Cytochalasin B treated and N-Ethylmaleimide treated MCF-7 breast cancer cells demonstrate the ability of our system to distinguish different cell populations purely based on these biophysical properties. In addition, we quantify the classification of different cell types using a back propagation neural network. The trained neural network yields the classification accuracy of 87.8% (electrical impedance), 70.1% (deformability), 42.7% (relaxation index) and 93.3% (combination of electrical impedance, deformability and relaxation index) with high sensitivity (93.3%) and specificity (93.3%) for the test group. Furthermore, we have demonstrated the cell classification of a cell mixture using the presented biophysical phenotyping technique with the trained neural network, which is in quantitative agreement with the flow cytometric analysis using fluorescent labels. The developed concurrent electrical and mechanical phenotyping provide great potential for high-throughput and label-free single cell analysis.
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Authors | Dahou Yang, Ying Zhou, Yinning Zhou, Jongyoon Han, Ye Ai |
Journal | Biosensors & bioelectronics
(Biosens Bioelectron)
Vol. 133
Pg. 16-23
(May 15 2019)
ISSN: 1873-4235 [Electronic] England |
PMID | 30903937
(Publication Type: Journal Article)
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Copyright | Copyright © 2019 Elsevier B.V. All rights reserved. |
Chemical References |
- Cytochalasin B
- Ethylmaleimide
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Topics |
- Biophysical Phenomena
- Biosensing Techniques
- Cytochalasin B
(chemistry)
- Dielectric Spectroscopy
- Electrodes
- Ethylmaleimide
(chemistry)
- Flow Cytometry
- Humans
- Lab-On-A-Chip Devices
- MCF-7 Cells
- Microfluidics
- Single-Cell Analysis
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