Intracranial aneurysms at MR angiography: Effect of computer-aided diagnosis on radiologists' detection performance

Toshinori Hirai, Yukunori Korogi, Hidetaka Arimura, Shigehiko Katsuragawa, Mika Kitajima, Masayuki Yamura, Yasuyuki Yamashita, Kunio Doi

Research output: Contribution to journalArticle

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Abstract

PURPOSE: To retrospectively evaluate the effect of computer-aided detection (CAD) on radiologists' performance in detection of intracranial aneurysms with magnetic resonance (MR) angiography. MATERIALS AND METHODS: The institutional review board approved this study and did not require patient informed consent. Fifty maximum intensity projection MR angiograms in 50 patients were used for observer performance study. The group included 22 patients (age range, 43-86 years; mean, 60.2 years; 6 men and 16 women) with intracranial aneurysms and 28 patients (age range, 32-80 years; mean, 58.8 years; 10 men and 18 women) without aneurysms. The MR angiograms were obtained with three-dimensional time-of-flight 1.5-T MR imaging. Fifteen radiologists, including eight neuroradiologists and seven general radiologists, participated in the observer performance test. They interpreted the angiograms first without and then with the aid of the computer output by using an automated computerized scheme. The observers' performance without and with the computer output was evaluated with receiver operating characteristic analysis. RESULTS: For all 15 observers, average area under the receiver operating characteristic curve (Az) value for detection of aneurysms was increased significantly from 0.931 to 0.983 (P = .001) when they used the computer output. Az values for general radiologists and neuroradiologists increased from 0.894 to 0.983 (P = .022) and from 0.963 to 0.984 (P = .014), respectively. Improvement in the performance of general radiologists in terms of the Az value was much greater than that of neuroradiologists. Performance of general radiologists with CAD (A z = 0.983) slightly exceeded that of neuroradiologists without CAD (Az = 0.963) (P = .048). CONCLUSION: CAD improved neuroradiologists' and general radiologists' performance for detection of intracranial aneurysms with MR angiography; improvement was greater for general radiologists than it was for neuroradiologists.

Original languageEnglish
Pages (from-to)605-610
Number of pages6
JournalRadiology
Volume237
Issue number2
DOIs
Publication statusPublished - Nov 1 2005

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Magnetic Resonance Angiography
Intracranial Aneurysm
Angiography
ROC Curve
Aneurysm
Magnetic Resonance Spectroscopy
Radiologists
Research Ethics Committees
Informed Consent
Magnetic Resonance Imaging

All Science Journal Classification (ASJC) codes

  • Radiology Nuclear Medicine and imaging

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Intracranial aneurysms at MR angiography : Effect of computer-aided diagnosis on radiologists' detection performance. / Hirai, Toshinori; Korogi, Yukunori; Arimura, Hidetaka; Katsuragawa, Shigehiko; Kitajima, Mika; Yamura, Masayuki; Yamashita, Yasuyuki; Doi, Kunio.

In: Radiology, Vol. 237, No. 2, 01.11.2005, p. 605-610.

Research output: Contribution to journalArticle

Hirai, T, Korogi, Y, Arimura, H, Katsuragawa, S, Kitajima, M, Yamura, M, Yamashita, Y & Doi, K 2005, 'Intracranial aneurysms at MR angiography: Effect of computer-aided diagnosis on radiologists' detection performance', Radiology, vol. 237, no. 2, pp. 605-610. https://doi.org/10.1148/radiol.2372041734
Hirai, Toshinori ; Korogi, Yukunori ; Arimura, Hidetaka ; Katsuragawa, Shigehiko ; Kitajima, Mika ; Yamura, Masayuki ; Yamashita, Yasuyuki ; Doi, Kunio. / Intracranial aneurysms at MR angiography : Effect of computer-aided diagnosis on radiologists' detection performance. In: Radiology. 2005 ; Vol. 237, No. 2. pp. 605-610.
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abstract = "PURPOSE: To retrospectively evaluate the effect of computer-aided detection (CAD) on radiologists' performance in detection of intracranial aneurysms with magnetic resonance (MR) angiography. MATERIALS AND METHODS: The institutional review board approved this study and did not require patient informed consent. Fifty maximum intensity projection MR angiograms in 50 patients were used for observer performance study. The group included 22 patients (age range, 43-86 years; mean, 60.2 years; 6 men and 16 women) with intracranial aneurysms and 28 patients (age range, 32-80 years; mean, 58.8 years; 10 men and 18 women) without aneurysms. The MR angiograms were obtained with three-dimensional time-of-flight 1.5-T MR imaging. Fifteen radiologists, including eight neuroradiologists and seven general radiologists, participated in the observer performance test. They interpreted the angiograms first without and then with the aid of the computer output by using an automated computerized scheme. The observers' performance without and with the computer output was evaluated with receiver operating characteristic analysis. RESULTS: For all 15 observers, average area under the receiver operating characteristic curve (Az) value for detection of aneurysms was increased significantly from 0.931 to 0.983 (P = .001) when they used the computer output. Az values for general radiologists and neuroradiologists increased from 0.894 to 0.983 (P = .022) and from 0.963 to 0.984 (P = .014), respectively. Improvement in the performance of general radiologists in terms of the Az value was much greater than that of neuroradiologists. Performance of general radiologists with CAD (A z = 0.983) slightly exceeded that of neuroradiologists without CAD (Az = 0.963) (P = .048). CONCLUSION: CAD improved neuroradiologists' and general radiologists' performance for detection of intracranial aneurysms with MR angiography; improvement was greater for general radiologists than it was for neuroradiologists.",
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