Background: Computed tomography angiography (CTA) is the primary and minimally invasive imaging modality currently used for diagnosis and monitoring of intracranial aneurysms as well as preoperative planning of their treatment. However, its interpretation is time-consuming even for specially trained neuroradiologists. Nowadays little is known whether trained neural networks contribute to analyzing medical images and reduce the time to diagnosis, and how effective they are in detecting intracranial aneurysms according to the CTA findings.Objective: To assess the diagnostic value of a convolutional neural network prototype in the intracranial aneurysm detection according to the brachiocephalic arteries CTA findings.Materials and methods: We analyzed the 3D convolutional neural network prototype based at Kuban State University (Krasnodar, Russian Federation).This prototype was to determine the probability of intracranial aneurysms according to the brachiocephalic arteries CTA findings, obtained in the Radiology Department of Scientific Research Institute – Ochapovsky Regional Clinical Hospital No. 1. The study included 451 CTA scans of 205 patients with confirmed intracranial aneurysms and 246 patients without aneurysms.Results: The sensitivity of the 3D convolutional neural network prototype in the aneurysms detection according to the brachiocephalic arteries CTA findings was 85.1%, the specificity was 95.1%, and the overall accuracy was 91%.Conclusions: The 3D convolutional systems may predict aneurysms with a high accuracy as well as localize them with an accuracy of more than 90%. Such results require a larger dataset.
Introduction. Multiple aneurysms are detected in patients with non-traumatic subarachnoid hemorrhage (nSAH) in 14–45% of cases. The diagnostic algorithm for this pathology can be shortened by performing the non-enhanced CT of head, CT-angiography, and if the localization of hemorrhage according to non-enhanced CT data matches, there is enough evidence to perform direct surgery without obtaining preoperative DCA.Objective. Determination of the diagnostic efficiency of CT and CTA of brachiocephalic arteries (CTA BCA) for planning the surgical treatment in the case of multiple aneurysms of intracranial arteries in the acute period of non-traumatic ICH in an emergency room.Material and methods. Retrospective analysis of the records of radiological examinations in the preoperative period in patients in an acute period of non-traumatic subarachnoid hemorrhage in the acute period performed in an emergency room of the Research Institute — Ochapovsky Regional Hospital no. 1. in the period from September 2017 to July 2018 (cerebral angiography, non-enhanced CT of the brain, CTA BCA).Results. According to the CTA BCA, 60 aneurysms were found: 21 patients had 2 aneurysms each one, 2 patients had 3 aneurysms, one patient had 8 aneurysms, and 4 patients had one aneurysm each. In comparison with DCA, which was performed in 10 patients, additionally there were found 3 miliary aneurysms, one aneurysm was excluded. For patients who did not obtain DCA, CTA scans were compared with intraoperative data on the side of surgical intervention (n=18). According to the CTA BCA, 18 aneurysms were found, according to the intraoperative record were found 17 aneurysms, while in one case a large bilobulated aneurysm was defined by a radiologist as two oppositely directed. The rest of the data was consistent.Conclusion. The presence of nICH on the non-contrast CT of the brain, and the correspondence of the localization of hemorrhage according to the results of CT-angiography, is sufficient for direct surgery without obtaining preoperative DCA, which is especially important in difficult patients. The use of DCA in patients with multiple aneurysms is recommended only in controversial and difficult cases.
The presented literature review shows up-to-date information about the possibilities and new methods of magnetic resonance angiography in patients with cerebral aneurysms who have undergone surgical treatment. The articles for analyses have been taken from the PubMed database. The most important aspects of the implementation and the possibilities of improving magnetic resonance angiography protocols for visualization and postoperative control of treated cerebral aneurysm have been considered.
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