1
|
Hui TH, Shao X, Au DW, Cho WC, Lin Y. Detection of the mesenchymal-to-epithelial transition of invasive non-small cell lung cancer cells by their membrane undulation spectra. RSC Adv 2020; 10:29999-30006. [PMID: 35518210 PMCID: PMC9056320 DOI: 10.1039/d0ra06255c] [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: 07/18/2020] [Accepted: 08/07/2020] [Indexed: 11/21/2022] Open
Abstract
A cancer cell changes its state from being epithelial- to mesenchymal-like in a dynamic manner during tumor progression. For example, it is well known that mesenchymal-to-epithelial transition (MET) is essential for cancer cells to regain the capability of seeding on and then invading secondary/tertiary regions. However, there is no fast yet reliable method for detecting this transition. Here, we showed that membrane undulation of invasive cancer cells could be used as a novel marker for MET detection, both in invasive model cell lines and repopulated circulating tumor cells (rCTCs) from non-small cell lung cancer (NSCLC) patients. Specifically, using atomic force microscopy (AFM), it was found that the surface oscillation spectra of different cancer cells, after undergoing MET, all exhibited two distinct peaks from 0.001 to 0.007 Hz that are absent in the spectra before MET. In addition, by adopting the long short-term memory (LSTM) based recurrent neural network learning algorithm, we showed that the positions of recorded membrane undulation peaks can be used to predict the occurrence of MET in invasive NSCLC cells with high accuracy (>90% for model cell lines and >80% for rCTCs when benchmarking against the conventional bio-marker vimentin). These findings demonstrate the potential of our approach in achieving rapid MET detection with a much reduced cell sample size as well as quantifying changes in the mesenchymal level of tumor cells.
Collapse
Affiliation(s)
- T H Hui
- Department of Electrical and Electronic Engineering, The University of Hong Kong Hong Kong SAR China.,Department of Mechanical Engineering, The University of Hong Kong Hong Kong SAR China .,HKU-Shenzhen Institute of Research and Innovation (HKU-SIRI) Shenzhen Guangdong China
| | - X Shao
- Department of Mechanical Engineering, The University of Hong Kong Hong Kong SAR China .,HKU-Shenzhen Institute of Research and Innovation (HKU-SIRI) Shenzhen Guangdong China
| | - D W Au
- Department of Clinical Oncology, Queen Elizabeth Hospital Hong Kong SAR China
| | - W C Cho
- Department of Clinical Oncology, Queen Elizabeth Hospital Hong Kong SAR China
| | - Y Lin
- Department of Mechanical Engineering, The University of Hong Kong Hong Kong SAR China .,HKU-Shenzhen Institute of Research and Innovation (HKU-SIRI) Shenzhen Guangdong China
| |
Collapse
|
2
|
Miermont A, Lee SWL, Adriani G, Kamm RD. Quantitative screening of the effects of hyper-osmotic stress on cancer cells cultured in 2- or 3-dimensional settings. Sci Rep 2019; 9:13782. [PMID: 31551497 PMCID: PMC6760113 DOI: 10.1038/s41598-019-50198-w] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2019] [Accepted: 09/04/2019] [Indexed: 02/07/2023] Open
Abstract
The maintenance of precise cell volume is critical for cell survival. Changes in extracellular osmolarity affect cell volume and may impact various cellular processes such as mitosis, mitochondrial functions, DNA repair as well as cell migration and proliferation. Much of what we know about the mechanisms of cell osmoregulation comes from in vitro two-dimensional (2D) assays that are less physiologically relevant than three-dimensional (3D) in vitro or in vivo settings. Here, we developed a microfluidic model to study the impact of hyper-osmotic stress on the migration, proliferation and ion channel/transporter expression changes of three metastatic cell lines (MDA-MB-231, A549, T24) in 2D versus 3D environments. We observed a global decrease in cell migration and proliferation upon hyper-osmotic stress treatment, with similar responses between 2D and 3D conditions. Specific ion channels/aquaporins are over-expressed in metastatic cells and play a central role during osmo-regulation. Therefore, the effects of hyper-osmotic stress on two transporters, aquaporin 5 (AQP5) and the transient receptor potential cation channel (TRPV4), was investigated. While hyper-osmotic stress had no major impact on the transporters of cells cultured in 2D, cells embedded in collagen gel (3D) decreased their AQP5 expression and exhibited a reduction in intra-cellular translocation of TRPV4. Furthermore, cell dispersion from T24 aggregates embedded in 3D collagen gel decreased with higher levels of hyper-osmotic stress. In conclusion, this study provides evidence on the impact of hyper-osmotic stress on various aspects of metastatic cell progression and highlights the importance of having a 3D cell culture platform in investigating molecular players involved in cancer cell migration.
Collapse
Affiliation(s)
- Agnes Miermont
- Stem Genomics, IRMB, Univ Montpellier, INSERM, CHU Montpellier, Montpellier, France
| | - Sharon Wei Ling Lee
- BioSystems and Micromechanics, IRG, Singapore-MIT Alliance for Research and Technology, Singapore, Singapore.,Department of Microbiology and Immunology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.,Singapore Immunology Network (SIgN), Biomedical Sciences Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Giulia Adriani
- Singapore Immunology Network (SIgN), Biomedical Sciences Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.,Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore, Singapore
| | - Roger D Kamm
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, United States.
| |
Collapse
|