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Quantification of Muscle Tissue Properties by Modeling the Statistics of Ultrasound Image Intensities Using a Mixture of Gamma Distributions in Children With and Without Cerebral Palsy.

Siddhartha SikdarGuoqing DiaoDiego TuroChristopher J StanleyAbhinav SharmaAmy ChamblissLoretta LaughreyApril AralarDiane L Damiano
Published in: Journal of ultrasound in medicine : official journal of the American Institute of Ultrasound in Medicine (2018)
Ultrasound tissue characterization indicates a more disorganized architecture and increased echogenicity in muscles in CP, consistent with previously documented increases in fibrous infiltration and connective tissue changes in this population. Our results indicate that quantitative US can be used to objectively differentiate muscle architecture and tissue properties.
Keyphrases
  • cerebral palsy
  • magnetic resonance imaging
  • skeletal muscle
  • physical activity
  • young adults
  • high resolution
  • deep learning
  • computed tomography
  • ultrasound guided
  • machine learning
  • contrast enhanced ultrasound