DNA Strand Breaks and Denaturation as Probes of Chemical Reactivity versus Thermal Effects of Atmospheric Pressure Plasma Jets.
Amal SebastianDaniel LipaSylwia PtasinskaPublished in: ACS omega (2022)
An atmospheric pressure plasma jet (APPJ) is being advanced as an alternative radiation type that offers excellent efficacy in an array of medical applications against specific biological targets such as DNA. This work explores the possibility of implementing DNA and its damage as a probe for specific plasma diagnostics such as reactive plasma species formation and transient local heating. We analyzed both APPJ characteristics based on the detection of plasma-induced strand breaks and DNA denaturation. Further, we implemented a machine learning model based on artificial neural networks to predict the type and extent of DNA damage for a given combination of APPJ parameter values. This methodology is an important step toward deciphering and explaining the potential adverse effects of APPJ on biological samples of any prospective interest in medicine.
Keyphrases
- circulating tumor
- single molecule
- dna damage
- machine learning
- cell free
- oxidative stress
- neural network
- healthcare
- nucleic acid
- small molecule
- emergency department
- artificial intelligence
- high throughput
- radiation therapy
- dna repair
- deep learning
- high frequency
- air pollution
- photodynamic therapy
- risk assessment
- drug induced
- blood brain barrier
- diabetic rats
- brain injury
- big data
- real time pcr
- endothelial cells
- stress induced
- high density
- genetic diversity