Computer-aided diagnosis improves detection of small intracranial aneurysms on MRA in a clinical setting.

نویسندگان

  • I L Štepán-Buksakowska
  • J M Accurso
  • F E Diehn
  • J Huston
  • T J Kaufmann
  • P H Luetmer
  • C P Wood
  • X Yang
  • D J Blezek
  • R Carter
  • C Hagen
  • D Hořínek
  • A Hejčl
  • M Roček
  • B J Erickson
چکیده

BACKGROUND AND PURPOSE MRA is widely accepted as a noninvasive diagnostic tool for the detection of intracranial aneurysms, but detection is still a challenging task with rather low detection rates. Our aim was to examine the performance of a computer-aided diagnosis algorithm for detecting intracranial aneurysms on MRA in a clinical setting. MATERIALS AND METHODS Aneurysm detectability was evaluated retrospectively in 48 subjects with and without computer-aided diagnosis by 6 readers using a clinical 3D viewing system. Aneurysms ranged from 1.1 to 6.0 mm (mean = 3.12 mm, median = 2.50 mm). We conducted a multireader, multicase, double-crossover design, free-response, observer-performance study on sets of images from different MRA scanners by using DSA as the reference standard. Jackknife alternative free-response operating characteristic curve analysis with the figure of merit was used. RESULTS For all readers combined, the mean figure of merit improved from 0.655 to 0.759, indicating a change in the figure of merit attributable to computer-aided diagnosis of 0.10 (95% CI, 0.03-0.18), which was statistically significant (F(1,47) = 7.00, P = .011). Five of the 6 radiologists had improved performance with computer-aided diagnosis, primarily due to increased sensitivity. CONCLUSIONS In conditions similar to clinical practice, using computer-aided diagnosis significantly improved radiologists' detection of intracranial DSA-confirmed aneurysms of ≤6 mm.

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عنوان ژورنال:
  • AJNR. American journal of neuroradiology

دوره 35 10  شماره 

صفحات  -

تاریخ انتشار 2014