End-to-end deep learning patient level classification of affected territory of ischemic stroke patients in DW-MRI.

Purpose: To develop an end-to-end DL model for automated classification of affected territory in DWI of stroke patients.

Materials And Methods: In this retrospective multicenter study, brain DWI studies from January 2017 to April 2020 from Center 1, from June 2020 to December 2020 from Center 2, and from November 2019 to April 2020 from Center 3 were included. Four radiologists labeled images into five classes: anterior cerebral artery (ACA), middle cerebral artery (MCA), posterior circulation (PC), and watershed (WS) regions, as well as normal images.

THE THERAPEUTIC EFFECT OF ALLOPURINOL IN FATTY LIVER DISEASE IN RATS.

Background: Hyperuricemia is associated with non-alcoholic fatty liver disease (NAFLD).

Aim: We therefore aimed at evaluating the influence of allopurinol on the course of NAFLD in rats.

Study Design: We divided 21 mature albino Sprague Dawley rats into three groups: controls (n = 7, normal diet for 12 weeks); NAFLD rat models (by feeding water containing 30% fructose for first 8 weeks) treated with allopurinol subsequently for the next 4 weeks (n = 7); and similar case treated with placebo (saline) subsequently for the next 4 weeks (n = 7).