Contrast-enhanced CT radiomics improves the prediction of abdominal aortic aneurysm progression.
Yan WangFei XiongJoseph LeachEvan KaoBing TianChengcheng ZhuYue ZhangMichael HopeDavid SalonerDimitrios MitsourasPublished in: European radiology (2023)
• Radiomic analysis of 195 abdominal CECT revealed that an ML-based model that included textural features of intraluminal thrombus (if present) and aortic wall improved prediction of rapid AAA progression compared to maximum diameter. • Predictive accuracy was higher when radiomic features were obtained from the thrombus and wall as opposed to the entire AAA sac (including lumen), or the lumen alone. • Logistic regression of selected radiomic features yielded similar accuracy to predict rapid AAA progression as random forests or support vector machines.
Keyphrases
- contrast enhanced
- magnetic resonance imaging
- diffusion weighted
- abdominal aortic aneurysm
- computed tomography
- magnetic resonance
- diffusion weighted imaging
- dual energy
- climate change
- ultrasound guided
- left ventricular
- lymph node metastasis
- single cell
- image quality
- heart failure
- squamous cell carcinoma
- pulmonary arterial hypertension