Variation in aorta attenuation in contrast-enhanced CT and its implications for calcification thresholds.
Sven A HolcombeSteven R HorbalBrian E RossEdward BrownBrian A DerstineStewart C WangPublished in: PloS one (2022)
CT contrast produces heterogeneous aortic enhancements not readily determined by demographic or scan protocol factors. Uniform CT thresholds for calcified plaques incur high rates of pixel classification errors in contrast-enhanced scans which can be minimized using dynamic thresholds based on local aorta attenuation. Care should be taken to address these errors and sex-based biases in baseline attenuation when designing automatic calcification detection algorithms intended for broad use in contrast-enhanced CTs.
Keyphrases
- contrast enhanced
- computed tomography
- diffusion weighted
- magnetic resonance imaging
- magnetic resonance
- dual energy
- machine learning
- aortic valve
- deep learning
- diffusion weighted imaging
- pulmonary artery
- chronic kidney disease
- healthcare
- patient safety
- randomized controlled trial
- positron emission tomography
- palliative care
- adverse drug
- image quality
- quality improvement
- heart failure
- aortic dissection
- left ventricular
- emergency department
- pulmonary hypertension
- label free