Epilepsy Surgery
For many patients with epilepsy, surgery can be an effective treatment with around 50-70% of patients achieving seizure freedom following surgery. However, for those remaining patients, seizures still continue even after invasive surgery. We investigated this by using patient data to constrain parameters in a computer model, which then underwent a 'simulated surgery'. Such a model simulated seizure rates after surgery, which predict patient outcomes with 81% accuracy [1].
Example Publications
- Taylor, P.N., Sinha, N., Wang, Y., Vos, S.B., de Tisi, J., Miserocchi, A., McEvoy, A.W., Winston, G.P.†, Duncan, J.S.†, 2018, The impact of epilepsy surgery on the structural connectome and its relation to outcome, NeuroImage: Clinical 18:202-214
- Sinha, N., Dauwels, J., Wang, Y., Kaiser, M., Cash, S.S., Westover, M.B., Taylor, P.N., 2017, Predicting neurosurgical outcomes in focal epilepsy patients using computational modelling, Brain, 140 (2), 319-332 .
- Hutchings, F., Han, C.E., Keller, S.S., Weber, B., Taylor, P.N.†, Kaiser, M.†, 2015. Predicting surgery targets in temporal lobe epilepsy through structural connectome based simulations, PloS Computational Biology 11 (12), e1004642
- Sinha, N., Dauwels, J., Wang, Y., Cash, S.S., Taylor, P.N., 2014 An in silico approach for pre-surgical evaluation of an epileptic cortex, Proceedings IEEE EMBC 4884-4887
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Correctly predicted surgical outcomes in two epilepsy patients. Figure taken from Ref. 2.
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Simulation of patient seizure dynamics in a model used for predicting surgery. Movie associated with ref. 2.