Adipose tissue composition determines its computed tomography radiodensity.
Amani ZoabiEinav Bentov-AravaAdan SultanAnna EliaOri ShalevMarina OreviOfer N GofritKatherine MargulisPublished in: European radiology (2023)
• Adipose tissue radiodensity values in computed tomography images taken prior to the surgery can potentially predict surgery difficulty. • Fifty-three human specimens were analyzed by advanced mass spectrometry, molecular imaging, and machine learning to establish the key features that determine Hounsfield units' values of adipose tissue. • The findings of this research will enable clinicians to better prepare for surgical procedures and select operative strategies.
Keyphrases
- adipose tissue
- computed tomography
- minimally invasive
- coronary artery bypass
- machine learning
- insulin resistance
- mass spectrometry
- high fat diet
- positron emission tomography
- endothelial cells
- magnetic resonance imaging
- deep learning
- surgical site infection
- palliative care
- type diabetes
- optical coherence tomography
- liquid chromatography
- percutaneous coronary intervention
- acute coronary syndrome
- metabolic syndrome
- gas chromatography
- big data
- pet ct
- pluripotent stem cells
- coronary artery disease
- atrial fibrillation
- simultaneous determination