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Biophysical phenotyping of single cells using a differential multiconstriction microfluidic device with self-aligned 3D electrodes
Yang, D.; Zhou, Y.; Zhou, Y.; Han, J.; Ai, Y.
2019-05-15
Source PublicationBiosensors and Bioelectronics
ISSN0956-5663
Pages16-23
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.

KeywordMicrofluidics Impedance
DOI10.1016/j.bios.2019.03.002
URLView the original
Language英語English
WOS IDWOS:000466248700003
The Source to ArticlePB_Publication
Scopus ID2-s2.0-85063084107
Fulltext Access
Citation statistics
Document TypeJournal article
CollectionUniversity of Macau
Corresponding AuthorAi, Y.
Recommended Citation
GB/T 7714
Yang, D.,Zhou, Y.,Zhou, Y.,et al. Biophysical phenotyping of single cells using a differential multiconstriction microfluidic device with self-aligned 3D electrodes[J]. Biosensors and Bioelectronics, 2019, 16-23.
APA Yang, D.., Zhou, Y.., Zhou, Y.., Han, J.., & Ai, Y. (2019). Biophysical phenotyping of single cells using a differential multiconstriction microfluidic device with self-aligned 3D electrodes. Biosensors and Bioelectronics, 16-23.
MLA Yang, D.,et al."Biophysical phenotyping of single cells using a differential multiconstriction microfluidic device with self-aligned 3D electrodes".Biosensors and Bioelectronics (2019):16-23.
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