Clinical Research Directory

AI Assistance for Detecting Active Bleeding During DSA Procedures

Clinically, DSA-VDet can continuously indicate suspected bleeding regions throughout a complete angiographic sequence and provide a second-reader opinion to the operator. It is expected to reduce the time required for frame-by-frame review and localization of culprit vessels, reduce missed detection of small, multiple, or unusually located bleeding sites, and improve consistency among physicians with different levels of experience. Faster culprit-vessel localization may also reduce repeat angiography, radiation exposure, and unnecessary superselective catheterization. These potential benefits will be tested in the prospective randomized trial; the study does not assume that the model will necessarily improve clinical outcomes. From a translational perspective, the study will establish a standardized temporal DSA database spanning multiple centers, devices, and anatomical regions, together with bleeding-site annotation standards, a model suitable for real-time deployment, and a pathway for clinical evaluation. These resources may provide a reproducible technical foundation for regional collaboration in emergency interventional care and AI-assisted interpretation in lower-resource hospitals. The core value of this study is therefore to address the 'single-region, weak-temporal, algorithm-centered, clinically under-evaluated' limitations of existing models. Using multicenter DSA videos from multiple anatomical regions, the study will leverage contrast kinetics and motion information to improve detection of small bleeding sites and will progress from retrospective validation through controlled physician interpretation to a prospective randomized trial, providing a continuous evaluation from technical performance to clinical benefit.

Transfusion of Whole Blood in Acute Bleeding

Blood collected from blood donors is routinely divided into its different components, red blood cells, plasma and platelets. These components are stored under different storage conditions and their maximum storage time before transfusion is different. Platelets are stored at a maximum of 7 days and at a temperature of 22°C to best preserve their function. Research has been conduction on blood stored and transfused as whole blood (without separation into the various components), particularly in situations of acute trauma. Region Örebro län will therefore start transfusion of whole blood in such situations. The whole blood units will be stored at 4°C for a maximum of 14 days. This means that the platelets will be stored at a lower temperature than standard and for a longer time period. The research on how this will affect platelet function is limited. This project aims to determine how the patients are affected regarding coagulation, hemolysis, renal function, immunisation, transfusion reactions and the effect of substances released from the blood cells in the whole blood units during the storage period and if there is an impact on mortality.