Abstract
Recent findings in populations exposed to ionizing radiation (IR) indicate dose-related lens opacification occurs at much lower doses (<2 Gy) than indicated in radiation protection guidelines. As a result, research efforts are now being directed towards identifying early predictors of lens degeneration resulting in cataractogenesis. In this study, Raman micro-spectroscopy was used to investigate the effects of varying doses of radiation, ranging from 0.01 Gy to 5 Gy, on human lens epithelial (HLE) cells which were chemically fixed 24 h post-irradiation. Raman spectra were acquired from the nucleus and cytoplasm of the HLE cells. Spectra were collected from points in a 3 × 3 grid pattern and then averaged. The raw spectra were preprocessed and principal component analysis followed by linear discriminant analysis was used to discriminate between dose and control for 0.25, 0.5, 2, and 5 Gy. Using leave-one-out cross-validation accuracies of greater than 74% were attained for each dose/control combination. The ultra-low doses 0.01 and 0.05 Gy were included in an analysis of band intensities for Raman bands found to be significant in the linear discrimination, and an induced repair model survival curve was fit to a band-difference-ratio plot of this data, suggesting HLE cells undergo a nonlinear response to low-doses of IR. A survival curve was also fit to clonogenic assay data done on the irradiated HLE cells, showing a similar nonlinear response.
Original language | English |
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Article number | 025002 |
Journal | Physics in Medicine and Biology |
Volume | 63 |
Issue number | 2 |
DOIs | |
State | Published - Jan 2018 |
Externally published | Yes |
Funding
The authors gratefully acknowledge funding from the NSERC Discovery Grant (SM). We would like to acknowledge the contributions of Hamid Moradi, Christopher Dedek, and Abrar Ahmad in developing the apparatus, procedures, and code base that were used to collect and analyze the experimental data for this study. Our thanks to Michelle Vandeloo and Pavitra Ramachandran for assistance with the clonogenic assay.
Funders | Funder number |
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Natural Sciences and Engineering Research Council of Canada |
Keywords
- human lens epithelial cells
- ionizing radiation
- low-dose response
- PCA-LDA
- Raman micro-spectroscopy