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Evaluation of visual and computer-based CT analysis for the identification of functional patterns of obstruction and restriction in hypersensitivity pneumonitis.

Joseph JacobBrian J BartholmaiAnne Laure BrunRyoko EgashiraSrinivasan RajagopalanRonald KarwoskiVasileios KouranosMaria KokosiDavid M HansellAthol U Wells
Published in: Respirology (Carlton, Vic.) (2017)
CALIPER improved on visual scoring in HP as judged by restrictive and obstructive functional correlations. Decreased attenuation regions of the lung quantified by CALIPER demonstrated better linkages to obstructive lung physiology than visually quantified CT scores. A novel CALIPER variable, the PVV, demonstrated the strongest linkages with restrictive functional indices and could represent a new automated index of disease severity in HP.
Keyphrases
  • computed tomography
  • image quality
  • deep learning
  • contrast enhanced
  • dual energy
  • machine learning
  • magnetic resonance imaging
  • high throughput
  • rheumatoid arthritis
  • interstitial lung disease
  • single cell