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Non-destructive, label free identification of cell cycle phase in cancer cells by multispectral microscopy of autofluorescence
- Source :
- BMC Cancer, Vol 19, Iss 1, Pp 1-11 (2019), BMC Cancer
- Publication Year :
- 2019
- Publisher :
- BMC, 2019.
-
Abstract
- Background Cell cycle analysis is important for cancer research. However, available methodologies have drawbacks including limited categorisation and reliance on fixation, staining or transformation. Multispectral analysis of endogenous cell autofluorescence has been shown to be sensitive to changes in cell status and could be applied to the discrimination of cell cycle without these steps. Methods Cells from the MIA-PaCa-2, PANC-1, and HeLa cell lines were plated on gridded dishes and imaged using a multispectral fluorescence microscope. They were then stained for proliferating cell nuclear antigen (PCNA) and DNA intensity as a reference standard for their cell cycle position (G1, S, G2, M). The multispectral data was split into training and testing datasets and models were generated to discriminate between G1, S, and G2 + M phase cells. A standard decision tree classification approach was taken, and a two-step system was generated for each line. Results Across cancer cell lines accuracy ranged from 68.3% (MIA-PaCa-2) to 73.3% (HeLa) for distinguishing G1 from S and G2 + M, and 69.0% (MIA-PaCa-2) to 78.0% (PANC1) for distinguishing S from G2 + M. Unmixing the multispectral data showed that the autofluorophores NADH, FAD, and PPIX had significant differences between phases. Similarly, the redox ratio and the ratio of protein bound to free NADH were significantly affected. Conclusions These results demonstrate that multispectral microscopy could be used for the non-destructive, label free discrimination of cell cycle phase in cancer cells. They provide novel information on the mechanisms of cell-cycle progression and control, and have practical implications for oncology research.
- Subjects :
- 0301 basic medicine
Cancer Research
Multispectral
Cell
Cell cycle
lcsh:RC254-282
Cell cycle phase
HeLa
03 medical and health sciences
0302 clinical medicine
Cell Line, Tumor
Neoplasms
Proliferating Cell Nuclear Antigen
Image Processing, Computer-Assisted
Genetics
medicine
Fluorescence microscope
Humans
Cancer
biology
Neoplasia
Chemistry
Optical Imaging
biology.organism_classification
Cell phase
lcsh:Neoplasms. Tumors. Oncology. Including cancer and carcinogens
Molecular biology
Autofluorescence
030104 developmental biology
medicine.anatomical_structure
Microscopy, Fluorescence
Oncology
Hyperspectral
Cell culture
030220 oncology & carcinogenesis
Cancer cell
Research Article
HeLa Cells
Subjects
Details
- Language :
- English
- ISSN :
- 14712407
- Volume :
- 19
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- BMC Cancer
- Accession number :
- edsair.doi.dedup.....273336d5874b9f992098fecd4901d86c