A CAD system for hemorrhagic stroke

Wieslaw L. Nowinski, Guoyu Qian, Daniel F. Hanley

Research output: Contribution to journalArticlepeer-review

Abstract

Computer-aided detection/diagnosis (CAD) is a key component of routine clinical practice, increasingly used for detection, interpretation, quantification and decision support. Despite a critical need, there is no clinically accepted CAD system for stroke yet. Here we introduce a CAD system for hemorrhagic stroke. This CAD system segments, quantifies, and displays hematoma in 2D/3D, and supports evacuation of hemorrhage by thrombolytic treatment monitoring progression and quantifying clot removal. It supports seven-step workflow: select patient, add a new study, process patient's scans, show segmentation results, plot hematoma volumes, show 3D synchronized time series hematomas, and generate report. The system architecture contains four components: library, tools, application with user interface, and hematoma segmentation algorithm. The tools include a contour editor, 3D surface modeler, 3D volume measure, histogramming, hematoma volume plot, and 3D synchronized time-series hematoma display. The CAD system has been designed and implemented in C++. It has also been employed in the CLEAR and MISTIE phase-Ill, multicenter clinical trials. This stroke CAD system is potentially useful in research and clinical applications, particularly for clinical trials.

Original languageEnglish (US)
Pages (from-to)409-416
Number of pages8
JournalNeuroradiology Journal
Volume27
Issue number4
DOIs
StatePublished - Aug 1 2014

Keywords

  • CAD
  • CLEAR
  • Hemorrhage
  • Hemorrhagic stroke
  • MISTIE
  • NCCT
  • Stroke

ASJC Scopus subject areas

  • Radiology Nuclear Medicine and imaging
  • Clinical Neurology

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