Can Patient Characteristics and Pre-Treatment MRI Features Predict Survival After Stereotactic Ablative Radiotherapy (SABR) Treatment in Hepatocellular Carcinoma (HCC): Preliminary Assessment.

Background: The study purpose was to develop a machine learning (ML)-based predictive model for event-free survival (EFS) in patients with hepatocellular carcinoma (HCC) undergoing stereotactic ablative radiotherapy (SABR).

Methods: Patients receiving SABR for HCC at a single institution, between 2017 and 2020, were included in the study. They were split into training and test (85%:15%) cohorts.

Radiological manifestations of COVID-19: key points for the physician.

The emergence of the SARS-CoV-2 virus at the end of 2019 has led to unprecedented demand on healthcare systems around the world. Healthcare workers, including doctors, have found themselves having to work in unfamiliar environments in the effort to control this pandemic. This article gives the hospital physician an overview of the radiological manifestations of COVID-19 disease, to improve knowledge and increase familiarity when reviewing radiographic images.