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Classification of diffuse light emission profiles for distinguishing skin layer penetration of a needle-free jet injection.

Kieran A BrennanBryan P RuddyPoul M F NielsenAndrew J Taberner
Published in: Biomedical optics express (2019)
In this work, a system is developed for tracking the skin layer to which a needle-free jet injection of fluid has penetrated by incorporating a laser beam into the jet, and measuring the diffuse light emitted from skin tissue. Monitoring the injection in this way offers the ability to improve the reliability of drug delivery with this transdermal delivery method. A laser beam, axially aligned with a jet of fluid, created a distribution of diffuse light around the injection site that varied as the injection progressed. High-speed videography was used to capture the diffuse light emission from laser-coupled jet injections into samples of porcine skin, fat, and muscle. The injection produced a distribution of diffuse light around the injection site that varied as the injection descended. A classifier, trained to distinguish whether the light source was located in the fat or muscle from surface intensity profile measurements, correctly identified the injected layer in 97.2 % of the cases when cross-examined against estimates using the light distribution emitted from the side of the sample.
Keyphrases
  • ultrasound guided
  • high speed
  • high frequency
  • low grade
  • drug delivery
  • adipose tissue
  • wound healing
  • skeletal muscle
  • machine learning
  • deep learning
  • mass spectrometry
  • body composition