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Prediction of DNA damage and G2 chromosomal radio-sensitivity ex vivo in peripheral blood mononuclear cells with label-free Raman micro-spectroscopy
- Source :
- Articles
- Publication Year :
- 2018
-
Abstract
- Liquid biopsies are a potentially rich store of biochemical information that can be linked to an individual's response to therapeutic treatments, including radiotherapy, and which may ultimately play a role in the individualization of treatment regimens. Peripheral blood mononuclear cells (PBMCs) can be used not only for the biochemical profiling of the individual, but also, being living cells, can provide insights into the individuals response to ionizing radiation exposure.The present study attempts to link the biochemical profile of lymphocytes within PBMCs obtained through Raman spectroscopy to in vitro measures of low-dose (0.5Gy) DNA damage response and cytogenetic metrics of radiosensitivity in a cohort of healthy controls and prostate cancer patients (from CTRIAL-IE(ICORG) 08-17, NCT00951535). All parallel metrics to the Raman spectra of the cells were obtained ex vivo in cycling peripheral blood lymphocytes, with radiosensitivity estimated using the G2 chromosomal assay and DNA damage assessed using γH2AX fluorescence. Spectra from a total of 26 healthy volunteers and 22 prostate cancer patients were obtained.The links between both measures of cellular response to ionizing radiation and the Raman spectra were modeled using partial least squares regression (PLSR) and support-vector regression (SVR). It was found that neither regression approach could predict radiation-induced G2 score well, but could predict γH2AX MFI with the SVR outperforming PLSR, implying a non-linear relationship between spectral measurements and measures of DNA damage.Raman spectroscopy of PBMCs represents a label-free approach for prediction of DNA damage levels for either prospective or retrospective analysis.
- Subjects :
- Adult
Male
DNA damage
Spectrum Analysis, Raman
Peripheral blood mononuclear cell
Radiation Tolerance
030218 nuclear medicine & medical imaging
03 medical and health sciences
symbols.namesake
Young Adult
0302 clinical medicine
Text mining
Partial least squares regression
Medicine and Health Sciences
Chromosomes, Human
Humans
Radiology, Nuclear Medicine and imaging
Micro spectroscopy
Chromosome Aberrations
Radiological and Ultrasound Technology
Chemistry
business.industry
G2 radiosensitivity
Raman spectroscopy
individual radiation sensitivity
partial least squares regression
support vector regression
γH2AX fluorescence
fungi
food and beverages
Prostatic Neoplasms
Molecular biology
Radio sensitivity
3. Good health
030220 oncology & carcinogenesis
symbols
Leukocytes, Mononuclear
business
Ex vivo
DNA Damage
Subjects
Details
- ISSN :
- 13623095
- Volume :
- 95
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- International journal of radiation biology
- Accession number :
- edsair.doi.dedup.....392dc2398d454be7fbcf10ff1f5c1fd1