Artificial Intelligence Applications in Intracranial Aneurysm: Achievements, Challenges and Opportunities

被引:17
作者
Alwalid, Osamah
Long, Xi
Xie, Mingfei
Han, Ping [1 ]
机构
[1] Huazhong Univ Sci & Technol, Union Hosp, Dept Radiol, Tongji Med Coll, 1277 Jiefang Ave, Wuhan 430022, Peoples R China
关键词
Artificial Intelligence; Machine Learning; Computer-assisted Diagnosis; Imaging; Intracranial Aneurysm; COMPUTER-ASSISTED DETECTION; WALL SHEAR-STRESS; SUBARACHNOID HEMORRHAGE; CEREBRAL ANEURYSMS; RUPTURE RISK; PHASES SCORE; PREDICTION; MANAGEMENT; DIAGNOSIS; GROWTH;
D O I
10.1016/j.acra.2021.06.013
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Intracranial aneurysms present in about 3% of the general population and the number of detected aneurysms is continuously rising with the advances in imaging techniques. Intracranial aneurysm rupture carries a high risk of death or permanent disabilities; therefore assessment of the intracranial aneurysm along the entire course is of great clinical importance. Given the outstanding performance of artificial intelligence (AI) in image-based tasks, many AI-based applications have emerged in recent years for the assessment of intracranial aneurysms. In this review we will summarize the state-of-the-art of AI applications in intracranial aneurysms, emphasizing the achievements, and exploring the challenges. We will also discuss the future prospects and potential opportunities. This article provides an updated view of the AI applications in intracranial aneurysms and may act as a basis for guiding the related future works.
引用
收藏
页码:S201 / S214
页数:14
相关论文
共 92 条
[1]   CT Angiography-Based Radiomics for Classification of Intracranial Aneurysm Rupture [J].
Alwalid, Osamah ;
Long, Xi ;
Xie, Mingfei ;
Yang, Jiehua ;
Cen, Chunyuan ;
Liu, Huan ;
Han, Ping .
FRONTIERS IN NEUROLOGY, 2021, 12
[2]   STUDY ON THE RELATIONSHIP BETWEEN WALL SHEAR STRESS AND ASPECT RATIO OF CEREBRAL ANEURYSMS WITH DIFFERENT PRESSURE DIFFERENCES USING CFD SIMULATIONS [J].
Aranda, Alfredo ;
Valencia, Alvaro .
JOURNAL OF MECHANICS IN MEDICINE AND BIOLOGY, 2018, 18 (05)
[3]   Automated computerized scheme for detection of unruptured intracranial aneurysms in three-dimensional magnetic resonance angiography [J].
Arimura, H ;
Li, Q ;
Korogi, Y ;
Hirai, T ;
Abe, H ;
Yamashita, Y ;
Katsuragawa, S ;
Ikeda, R ;
Doi, K .
ACADEMIC RADIOLOGY, 2004, 11 (10) :1093-1104
[4]   ELAPSS score for prediction of risk of growth of unruptured intracranial aneurysms [J].
Backes, Daan ;
Rinkel, Gabriel J. E. ;
Greving, Jacoba P. ;
Velthuis, Birgitta K. ;
Murayama, Yuichi ;
Takao, Hiroyuki ;
Ishibashi, Toshihiro ;
Igase, Michiya ;
terbrugge, Karel G. ;
Agid, Ronit ;
Jaeaeskelaeinen, Juha E. ;
Lindgren, Antti E. ;
Koivisto, Timo ;
zu Fraunberg, Mikael von und ;
Matsubara, Shunji ;
Moroi, Junta ;
Wong, George K. C. ;
Abrigo, Jill M. ;
Igase, Keiji ;
Matsumoto, Katsumi ;
Wermer, Marieke J. H. ;
van Walderveen, Marianne A. A. ;
Algra, Ale ;
Vergouwen, Mervyn D. I. .
NEUROLOGY, 2017, 88 (17) :1600-1606
[5]   PHASES Score for Prediction of Intracranial Aneurysm Growth [J].
Backes, Daan ;
Vergouwen, Mervyn D. I. ;
Groenestege, Andreas T. Tiel ;
Bor, A. Stijntje E. ;
Velthuis, Birgitta K. ;
Greving, Jacoba P. ;
Algra, Ale ;
Wermer, Marieke J. H. ;
van Walderveen, Marianne A. A. ;
terBrugge, Karel G. ;
Agid, Ronit ;
Rinkel, Gabriel J. E. .
STROKE, 2015, 46 (05) :1221-1226
[6]   SATISFACTION OF SEARCH IN DIAGNOSTIC-RADIOLOGY [J].
BERBAUM, KS ;
FRANKEN, EA ;
DORFMAN, DD ;
ROOHOLAMINI, SA ;
KATHOL, MH ;
BARLOON, TJ ;
BEHLKE, FM ;
SATO, Y ;
LU, CH ;
ELKHOURY, GY ;
FLICKINGER, FW ;
MONTGOMERY, WJ .
INVESTIGATIVE RADIOLOGY, 1990, 25 (02) :133-140
[7]   Patient-individualized boundary conditions for CFD simulations using time-resolved 3D angiography [J].
Boegel, Marco ;
Gehrisch, Sonja ;
Redel, Thomas ;
Rohkohl, Christopher ;
Hoelter, Philip ;
Doerfler, Arnd ;
Maier, Andreas ;
Kowarschik, Markus .
INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2016, 11 (06) :1061-1069
[8]   Aneurysm Growth Occurs at Region of Low Wall Shear Stress Patient-Specific Correlation of Hemodynamics and Growth in a Longitudinal Study [J].
Boussel, Loic ;
Rayz, Vitaliy ;
McCulloch, Charles ;
Martin, Alastair ;
Acevedo-Bolton, Gabriel ;
Lawton, Michael ;
Higashida, Randall ;
Smith, Wade S. ;
Young, William L. ;
Saloner, David .
STROKE, 2008, 39 (11) :2997-3002
[9]   PHASES and ELAPSS Scores Are Associated with Aneurysm Growth: A Study of 431 Unruptured intracranial Aneurysms [J].
Brinjikji, Waleed ;
Pereira, Vitor M. ;
Khumtong, Rujimas ;
Kostensky, Alex ;
Tymianski, Michael ;
Krings, Timo ;
Radovanovich, Ivan .
WORLD NEUROSURGERY, 2018, 114 :E425-E432
[10]   Performance assessment of isolation methods for geometrical cerebral aneurysm analysis [J].
Cardenes, Ruben ;
Larrabide, Ignacio ;
San Roman, Luis ;
Frangi, Alejandro F. .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2013, 51 (03) :343-352