Medical Radiology: Current Progress.
Alessia PepeFilippo Crimi'Federica VernuccioGiulio CabrelleAmalia LupiChiara ZanonSebastiano GambatoAnna PerazzoloEmilio QuaiaPublished in: Diagnostics (Basel, Switzerland) (2023)
Recently, medical radiology has undergone significant improvements in patient management due to advancements in image acquisition by the last generation of machines, data processing, and the integration of artificial intelligence. In this way, cardiovascular imaging is one of the fastest-growing radiological subspecialties. In this study, a compressive review was focused on addressing how and why CT and MR have gained a I class indication in most cardiovascular diseases, and the potential impact of tissue and functional characterization by CT photon counting, quantitative MR mapping, and 4-D flow. Regarding rectal imaging, advances in cancer imaging using diffusion-weighted MRI sequences for identifying residual disease after neoadjuvant chemoradiotherapy and [18F] FDG PET/MRI were provided for high-resolution anatomical and functional data in oncological patients. The results present a large overview of the approach to the imaging of diffuse and focal liver diseases by US elastography, contrast-enhanced US, quantitative MRI, and CT for patient risk stratification. Italy is currently riding the wave of these improvements. The development of large networks will be crucial to create high-quality databases for patient-centered precision medicine using artificial intelligence. Dedicated radiologists with specific training and a close relationship with the referring clinicians will be essential human factors.
Keyphrases
- contrast enhanced
- artificial intelligence
- diffusion weighted
- high resolution
- big data
- magnetic resonance imaging
- computed tomography
- magnetic resonance
- deep learning
- machine learning
- diffusion weighted imaging
- rectal cancer
- positron emission tomography
- dual energy
- healthcare
- pet ct
- ejection fraction
- end stage renal disease
- radiation therapy
- mass spectrometry
- locally advanced
- newly diagnosed
- squamous cell carcinoma
- pet imaging
- tandem mass spectrometry
- type diabetes
- high speed
- low grade
- risk assessment
- childhood cancer
- young adults
- prostate cancer
- data analysis
- minimally invasive
- metabolic syndrome