Discrete and Continuous Dynamical Systems - Series B (DCDS-B)

Detecting features of epileptogenesis in EEG after TBI using unsupervised diffusion component analysis
Pages: 161 - 172, Issue 1, January 2018

doi:10.3934/dcdsb.2018010      Abstract        References        Full text (541.0K)           Related Articles

Dominique Duncan - USC Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, 2025 Zonal Ave. 208B, Los Angeles, CA 90033, United States (email)
Paul Vespa - Division of Neurosurgery and Department of Neurology, University of California at Los Angeles School of Medicine, 10833 LeConte Avenue, CHS 18-218, Los Angeles, CA, 90024, United States (email)
Arthur W. Toga - USC Stevens Neuroimaging and Informatics Institute, University of Southern California, 2025 Zonal Ave, Los Angeles, CA, 90033, United States (email)

1 J. F. Annegers, W. A. Hauser, S. P. Coan and W. A. Rocca, A population-based study of seizures after traumatic brain injuries, N Engl J Med, 338 (1998), 20-24.
2 J. L. Arango, C. P. Deibert, D. Brown, M. Bell, I. Dvorchik and P. D. Adelson, Posttraumatic seizures in children with severe traumatic brain injury, Childs Nerv Syst, 28 (2012), 1925-1929.
3 C. E. Begley, M. Famulari and J. F. Annegers, et al., The cost of epilepsy in the United States: An estimate from population-based clinical and survey data, Epilepsia, 41 (2000), 342-351.
4 R. R. Coifman and S. Lafon, Diffusion maps, Appl. Comp. Harm. Anal., 21 (2006), 5-30.       
5 D. Duncan and T. Strohmer, Classification of Alzheimer's disease using unsupervised diffusion component analysis, Math Biosci Eng, 13 (2016), 1119-1130.       
6 D. Duncan, R. Talmon, H. P. Zaveri and R. R. Coifman, Identifying preseizure state in intracranial EEG data using diffusion kernels, Math Biosci Eng, 10 (2013), 579-590.       
7 R. Immonen, I. Kharatishvili, O. Gröhn and A. Pitkänen, MRI biomarkers for post-traumatic epileptogenesis, Journal of neurotrauma, 30 (2013), 1305-1309.
8 C. D. Lamar, R. A. Hurley, J. A. Rowland and K. H. Taber, Post-traumatic epilepsy: review of risks, pathophysiology, and potential biomarkers, J Neuropsychiatry Clin Neurosci, 26 (2014), iv-113.
9 J. J. Lin, M. Mula and B. P. Hermann, Uncovering the neurobehavioural comorbidities of epilepsy over the lifespan, Lancet, 380 (2012), 1180-1192.
10 W. Loscher and C. Brandt, Prevention or modification of epileptogenesis after brain insults: experimental approaches and translational research, Pharmacol Rev, 62 (2010), 668-700.
11 E. S. Lutkenhoff, D. L. McArthur, X. Hua, P. M. Thompson, P. M. Vespa and M. M. Monti, Thalamic atrophy in antero-medial and dorsal nuclei correlates with six-month outcome after severe brain injury, Neuroimage Clin, 3 (2013), 396-404.
12 A. M. Mishra, X. Bai, B. G. Sanganahalli, S. G. Waxman, O. Shatillo, O. Grohn, F. Hyder, A. Pitkänen and H. Blumenfeld, Decreased resting functional connectivity after traumatic brain injury in the rat, PloS one, 9 (2014), e95280.
13 C. J. L. Murray and A. D. Lopez, Global Comparative Assessment in the Health Sector; Disease Burden, Expenditures, and Intervention Packages, Geneva: World Health Organization, 1994.
14 T. Ostergard, J. Sweet, D. Kusyk, E. Herring and J. Miller, Animal models of post-traumatic epilepsy. Journal of neuroscience methods, Journal of neuroscience methods, 272 (2016), 50-55.
15 R. Ottman, C. Barker-Cummings, C. L. Leibson, V. M. Vasoli, W. A. Hauser and J. R. Buchhalter, Validation of a brief screening instrument for the ascertainment of epilepsy, Epilepsia, 51 (2010), 191-197.
16 A. Y. Reid, A. Bragin, C. C. Giza, R. J. Staba and J. Engel, The progression of electrophysiologic abnormalities during epileptogenesis after experimental traumatic brain injury, Epilepsia, 47 (2016), 1558-1567.
17 Y. Rubner, C. Tomasi and L. J. Guibas, A metric for distributions with applications to image databases, IEEE 6th International Conference on Computer Vision, (1998), 59-66.
18 A. M. Salazar, B. Jabbari, S. C. Vance, J. Grafman, D. Amin and J. D. Dillon, Epilepsy after penetrating head injury. 1. Clinical correlates: A report of the Vietnam Head Injury Study, Neurology, 35 (1985), 1406-1414.
19 C. Syms, Principal components analysis, Elsevier, (2008), 2940-2949.
20 J. P. Szaflarski, Y. Nazzal and L. E. Dreer, Post-traumatic epilepsy: Current and emerging treatment options, Neuropsychiatr Dis Treat, 10 (2014), 1469-1477.
21 R. Talmon and R. R. Coifman, Differential stochastic sensing: Intrinsic modeling of random time series with applications to nonlinear tracking, PNAS, (2012), 1-14.
22 R. Talmon, D. Kushnir, R. R. Coifman, I. Cohen and S. Gannot, Parametrization of linear systems using diffusion kernels, IEEE Transactions on Signal Processing, 60 (2012), 1159-1173.       
23 R. Talmon, D. Kushnir, R. R. Coifman, I. Cohen and S. Gannot, Parametrization of linear systems using diffusion kernels, IEEE Trans. Signal Process, 60 (2012), 1159-1173.       
24 P. M. Vespa, M. R. Nuwer, V. Nenov, E. Ronne-Engstrom, D. A. Hovda, N. A. Martin and D. P. Becker, Increased incidence and impact of nonconvulsive and convulsive seizures after traumatic brain injury as detected by continuous EEG in the intensive care unit, J Neurosurg, 91 (1999), 750-760.
25 P. M. Vespa, M. Tubi, J. Claassen, M. Blanco, D. McArthur, A. G. Velazquez, B. Tu, M. Prins and M. Nuwer, Metabolic Crisis Occurs with Seizures and Periodic Discharges after Brain Trauma, Ann Neurol, 2016.
26 P. M. Vespa, D. L. McArthur, Y. Xu, M. Eliseo, M. Etchepare, I. Dinov, J. Alger, T. P. Glenn and D. Hovda, Nonconvulsive seizures after traumatic brain injury are associated with hippocampal atrophy, Ann Neurol, 75 (2010), 792-798.

Go to top