Physics in Medicine and BiologyBiophysicsPeer-reviewed journal article
Integrating Chromosome Conformation and DNA Repair in a Computational Framework to Assess Cell Radiosensitivity
Matthew AndriottyiD, C-K Chris Wang, Anuj KapadiaiD, Rachel Patton McCordiD, Greeshma A. AgasthyaiD
Abstract
ObjectiveThe arrangement of chromosomes in the cell nucleus has implications for cell radiosensitivity. The development of new tools to utilize Hi-C chromosome conformation data in nanoscale radiation track structure simulations allows for in silico investigation of this phenomenon. We have developed a framework employing Hi-C-based cell nucleus models in Monte Carlo radiation simulations, in conjunction with mechanistic models of DNA repair, to predict not only the initial radiation-induced DNA damage, but also the repair outcomes resulting from this damage, allowing us to investigate the role chromosome conformation plays in the biological outcome of radiation exposure. ApproachIn this study, we used this framework to generate cell nucleus models based on Hi-C data from fibroblast and lymphoblastoid cells and explore the effects of cell type-specific chromosome structure on radiation response. The models were used to simulate external beam irradiation including DNA damage and subsequent DNA repair. The kinetics of the simulated DNA repair were compared with previous results. Main ResultsWe found that the fibroblast models resulted in a higher rate of inter-chromosome misrepair than the lymphoblastoid model, despite having similar amounts of initial DNA damage and total misrepairs for each irradiation scenario. SignificanceThis framework represents a step forward in radiobiological modeling and simulation allowing for more realistic investigation of radiosensitivity in different types of cells.
- organism: human
- assay: Hi-C
- research focus: drug response / drug discovery
- approach: deep learning
- approach: statistical model
- Citations
- 3
- FWCI
- 0.79
- Field percentile
- top 36%
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