External Validation of a Prognostic Model for Seizure Recurrence Following a First Unprovoked Seizure and Implications for Driving

被引:16
|
作者
Bonnett, Laura Jayne [1 ]
Marson, Anthony G. [2 ]
Johnson, Anthony [3 ,10 ]
Kim, Lois [4 ]
Sander, Josemir W. [5 ,11 ,12 ]
Lawn, Nicholas [6 ,7 ]
Beghi, Ettore [8 ]
Leone, Maurizio [9 ]
Smith, Catrin Tudur [1 ]
机构
[1] Univ Liverpool, Dept Biostat, Liverpool L69 3BX, Merseyside, England
[2] Univ Liverpool, Dept Mol & Clin Pharmacol, Liverpool L69 3BX, Merseyside, England
[3] Cambridge Inst Publ Hlth, MRC, Biostat Unit, Cambridge, England
[4] London Sch Hyg & Trop Med, Dept Med Stat, London WC1, England
[5] Univ Coll London Hosp, Natl Inst Hlth Res, Biomed Res Ctr, London, England
[6] Royal Perth Hosp, Western Australian Comprehens Epilepsy Ctr, Perth, WA 6001, Australia
[7] Fremantle Hosp, Perth, WA, Australia
[8] Ist Ric Farmacol Mario Negri, Dept Neurosci, Milan, Italy
[9] Osped Maggiore La Carita, Neurol Clin, Novara, Italy
[10] MRC, Clin Trials Unit, London, England
[11] UCL, Inst Neurol, London, England
[12] Epilepsy Soc, Gerrards Cross, Bucks, England
来源
PLOS ONE | 2014年 / 9卷 / 06期
关键词
TONIC-CLONIC SEIZURE; EARLY EPILEPSY; SINGLE SEIZURES; RISK; TRIAL; SURVIVAL;
D O I
10.1371/journal.pone.0099063
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Objective: In the United Kingdom and other European Union countries guidelines for driving following a first unprovoked seizure require the risk of another seizure in the next year to be less than 20%. Using data from one clinical trial, we previously developed a prognostic model to inform driving guidelines. The objective of this work is to externally validate our published model and demonstrate its generalisability. Methods: A cohort of 620 people with a first unprovoked seizure was used to develop the original model which included variables for aetiology, first degree relative with epilepsy, seizures only while asleep, electroencephalogram, computed tomography or magnetic resonance scan result, and treatment policy. The validation cohorts consisted of 274 (United Kingdom), 305 (Italy), and 847 (Australia) people. The model was evaluated using discrimination and calibration methods. A covariate, missing from the Italian dataset, was handled via five imputation methods. Following external validation, the model was fitted to a pooled population comprising all validation datasets and the development dataset. The model was stratified by dataset. Results: The model generalised relatively well. All methods of imputation performed fairly similarly. At six months, the risk of a seizure recurrence following a first ever seizure, based on the pooled datasets, is 15% (95% CI: (12% to 18%)) for patients who are treated immediately and 18% (95% CI: (15 to 21%)) otherwise. Individuals can be reliably stratified into risk groups according to the clinical factors included in the model. Significance: Our prognostic model, used to inform driving regulations, has been validated and consequently has been proven as a valuable tool for predicting risk of seizure recurrence following a first seizure in people with various combinations of risk factors. Additionally, there is evidence to support one worldwide overall prognostic model for risk of second seizure following a first.
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页数:12
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