Prediction of symptomatic cerebral vasospasm after aneurysmal subarachnoid hemorrhage with an artificial neural network: Feasibility and comparison with logistic regression models

World Neurosurgery

Volumn 75, Issue 1, 2011, Pages 57-63

  Dumont, Travis M ^a   Rughani, Anand I ^a   Tranmer, Bruce I ^a  

^a UNIVERSITY OF VERMONT   (United States)

Author keywords

Cerebral vasospasm; Neural network; Neurosurgery; Subarachnoid hemorrhage

Indexed keywords

ADULT; ARTIFICIAL NEURAL NETWORK; BRAIN ARTERY ANEURYSM; BRAIN VASOSPASM; DATA BASE; FEMALE; HUMAN; MAJOR CLINICAL STUDY; MALE; MULTIVARIATE LOGISTIC REGRESSION ANALYSIS; PREDICTIVE VALUE; PROSPECTIVE STUDY; RETROSPECTIVE STUDY; REVIEW; SENSITIVITY AND SPECIFICITY; SUBARACHNOID HEMORRHAGE; UNIVERSITY HOSPITAL;

COMPUTER SIMULATION; DIAGNOSTIC TECHNIQUES, NEUROLOGICAL; FEASIBILITY STUDIES; FEMALE; HUMANS; INCIDENCE; LOGISTIC MODELS; MALE; MIDDLE AGED; NEURAL NETWORKS (COMPUTER); PREDICTIVE VALUE OF TESTS; PROSPECTIVE STUDIES; RETROSPECTIVE STUDIES; SUBARACHNOID HEMORRHAGE; VASOSPASM, INTRACRANIAL;

EID: 79952939089     PISSN: 18788750     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.wneu.2010.07.007     Document Type: Review

References (15)

1. H.P. Adams, N.F. Kassel, J.C. Torner, and E.C. Haley Predicting outcome ischemia after aneurysmal subarachnoid hemorrhage: influences of clinical condition, CT results and antifibrinolytic therapy A report of the Cooperative Aneurysm Study Neurology 37 1987 1586 1591 (Pubitemid 17163577)
2. P. Brierley Back propagation weight update rule http://www.philbrierley. com/code.html Accessed March 22, 2009
3. J. Claassen, G.L. Bernardini, K. Kreiter, J. Bates, Y.E. Du, D. Copeland, E.S. Connolly, and S.A. Mayer Effect of cisternal and ventricular blood on risk of delayed cerebral ischemia after subarachnoid hemorrhage: the Fisher scale revisited Stroke 32 2001 2012 2020 (Pubitemid 32868089)
4. C.M. Fisher, J.P. Kistler, and J.M. Davis Relation of cerebral vasospasm to subarachnoid hemorrhage visualized by computerized tomographic scanning Neurosurgery 6 1980 1 9 (Pubitemid 10159923)
5. J.A. Frontera, J. Claassen, J.M. Schmidt, K.E. Wartenberg, R. Temes, E.S. Connolly Jr, R.L. MacDonald, and S.A. Mayer Prediction of symptomatic vasospasm after subarachnoid hemorrhage: the modified Fisher scale Neurosurgery 59 2006 21 27
6. N.R. Gonzalez, W.J. Boscardin, T. Glenn, F. Vinuela, and N.A. Martin Vasospasm probability index: a combination of transcranial Doppler velocities, cerebral blood flow, and clinical risk factors to predict cerebral vasospasm after aneurysmal subarachnoid hemorrhage J Neurosurg 107 2007 1101 1112 (Pubitemid 350255170)
7. E. Grossi, and M. Buscema Introduction to artificial neural networks Eur J Gastroenterol Hepatol 19 2007 1046 1054 (Pubitemid 350125374)
8. J.A. Hanley, and B.J. McNeil Meaning and use of the area under a receiver operating characteristic (ROC) curve Radiology 143 1982 29 36 (Pubitemid 12142173)
9. C.G. Harrod, B.R. Bendok, and H.H. Batjer Prediction of cerebral vasospasm in patients presenting with aneurysmal subarachnoid hemorrhage: a review Neurosurgery 56 2005 633 654
10. M. Jakobsen, E. Enevoldsen, and T. Dalager Spasm index in subarachnoid haemorrhage: consequences of vasospasm upon cerebral blood flow and oxygen extraction Acta Neurol Scand 82 1990 311 320
11. S. Juvela, J. Siironen, and J. Kuhmonen Hyperglycemia, excess weight, and history of hypertension as risk factors for poor outcome and cerebral infarction after aneurysmal subarachnoid hemorrhage J Neurosurg 102 2005 998 1003 (Pubitemid 43193967)
12. J.L. Patel, and R.K. Goyal Applications of artificial neural networks in medical science Curr Clin Pharmacol 2 2007 217 226 (Pubitemid 47520960)
13. A.I. Quershi, G.Y. Sung, A.Y. Razumovsky, K. Lane, R.N. Straw, and J.A. Ulatowski Early identification of patients at risk for symptomatic vasospasm after aneurysmal subarachnoid hemorrhage Crit Care Med 28 2000 984 990 (Pubitemid 30262066)
14. T. Takemae, M. Mizukami, H. Kin, T. Kawase, and G. Araki [Computed tomography of ruptured intracranial aneurysms in acute stagerelationship between vasospasm and high density on CT scan (author's transl)] No To Shinkei (Brain Nerve) 30 1978 861 866
15. J. Zou, Y. Han, and S.S. So Overview of artificial neural networks Methods Mol Biol 458 2008 15 23