Incidental cerebral aneurysms detected by a computer-assisted detection system based on artificial intelligence: A case series

• Published in: Medicine (Baltimore) Vol. 99; no. 43; p. e21518
• Main Authors: Shimada, Yuki, Tanimoto, Tetsuya, Nishimori, Masataka, Choppin, Antoine, Meir, Arie, Ozaki, Akihiko, Higuchi, Asaka, Kosaka, Makoto, Shimahara, Yuki, Kitamura, Naoyuki
• Format: Journal Article
• Language: English
• Published: United States Lippincott Williams & Wilkins 23.10.2020
• Subjects: Adult; Aged; Clinical Case Report; Female; Humans; Imaging, Three-Dimensional; Incidental Findings; Intracranial Aneurysm - diagnostic imaging; Magnetic Resonance Angiography; Middle Aged; Missed Diagnosis; Neural Networks, Computer; Retrospective Studies; Software
• ISSN: 0025-7974; 1536-5964; 1536-5964
• DOI: 10.1097/MD.0000000000021518

Computer-assisted detection (CAD) systems based on artificial intelligence (AI) using convolutional neural network (CNN) have been successfully used for the diagnosis of unruptured cerebral aneurysms in experimental situations. However, it is yet unclear whether CAD systems can detect cerebral aneurysms effectively in real-life clinical situations. This paper describes the diagnostic efficacy of CAD systems for cerebral aneurysms and the types of cerebral aneurysms that they can detect. From March 7, 2017 to August 26, 2018 we performed brain magnetic resonance imaging (MRI) scans for 1623 subjects, to rule out intracranial diseases. We retrospectively reviewed the medical records including the history and images for each patient. Among them, we encountered 5 cases in whom the cerebral aneurysms had been overlooked in the first and second round of imaging, and were detected for the first time by CAD. All missed aneurysms were less than 2 mm in diameter. Of the 5 aneurysms, 2 were internal carotid artery (ICA) paraclinoid aneurysms, 2 were Internal carotid-posterior communicating artery (IC-PC) aneurysms and 1 was a distal middle cerebral artery (MCA) aneurysm. Our CAD system can detect very small aneurysms masked by the surrounding arteries and difficult for radiologists to detect. In the future, CAD systems might pave the way to substitute the workload of diagnostic radiologists and reduce the cost of human labor.