Automated analysis of cortical volume loss predicts seizure outcomes after frontal lobectomy. (23rd March 2021)
- Record Type:
- Journal Article
- Title:
- Automated analysis of cortical volume loss predicts seizure outcomes after frontal lobectomy. (23rd March 2021)
- Main Title:
- Automated analysis of cortical volume loss predicts seizure outcomes after frontal lobectomy
- Authors:
- Whiting, Alexander C.
Morita‐Sherman, Marcia
Li, Manshi
Vegh, Deborah
Machado de Campos, Brunno
Cendes, Fernando
Wang, Xiaofeng
Bingaman, William
Jehi, Lara E. - Abstract:
- Abstract: Objective: Patients undergoing frontal lobectomy demonstrate lower seizure‐freedom rates than patients undergoing temporal lobectomy and several other resective interventions. We attempted to utilize automated preoperative quantitative analysis of focal and global cortical volume loss to develop predictive volumetric indicators of seizure outcome after frontal lobectomy. Methods: Ninety patients who underwent frontal lobectomy were stratified based on seizure freedom at a mean follow‐up time of 3.5 (standard deviation [SD] 2.5) years. Automated quantitative analysis of cortical volume loss organized by distinct brain region and laterality was performed on preoperative T1‐weighted magnetic resonance imaging (MRI) studies. Univariate statistical analysis was used to select potential predictors of seizure freedom. Backward variable selection and multivariate logistical regression were used to develop models to predict seizure freedom. Results: Forty‐eight of 90 (53.3%) patients were seizure‐free at the last follow‐up. Several frontal and extrafrontal brain regions demonstrated statistically significant differences in both volumetric cortical volume loss and volumetric asymmetry between the left and right sides in the seizure‐free and non–seizure‐free cohorts. A final multivariate logistic model utilizing only preoperative quantitative MRI data to predict seizure outcome was developed with a c‐statistic of 0.846. Using both preoperative quantitative MRI data andAbstract: Objective: Patients undergoing frontal lobectomy demonstrate lower seizure‐freedom rates than patients undergoing temporal lobectomy and several other resective interventions. We attempted to utilize automated preoperative quantitative analysis of focal and global cortical volume loss to develop predictive volumetric indicators of seizure outcome after frontal lobectomy. Methods: Ninety patients who underwent frontal lobectomy were stratified based on seizure freedom at a mean follow‐up time of 3.5 (standard deviation [SD] 2.5) years. Automated quantitative analysis of cortical volume loss organized by distinct brain region and laterality was performed on preoperative T1‐weighted magnetic resonance imaging (MRI) studies. Univariate statistical analysis was used to select potential predictors of seizure freedom. Backward variable selection and multivariate logistical regression were used to develop models to predict seizure freedom. Results: Forty‐eight of 90 (53.3%) patients were seizure‐free at the last follow‐up. Several frontal and extrafrontal brain regions demonstrated statistically significant differences in both volumetric cortical volume loss and volumetric asymmetry between the left and right sides in the seizure‐free and non–seizure‐free cohorts. A final multivariate logistic model utilizing only preoperative quantitative MRI data to predict seizure outcome was developed with a c‐statistic of 0.846. Using both preoperative quantitative MRI data and previously validated clinical predictors of seizure outcomes, we developed a model with a c‐statistic of 0.897. Significance: This study demonstrates that preoperative cortical volume loss in both frontal and extrafrontal regions can be predictive of seizure outcome after frontal lobectomy, and models can be developed with excellent predictive capabilities using preoperative MRI data. Automated quantitative MRI analysis can be quickly and reliably performed in patients with frontal lobe epilepsy, and further studies may be developed for integration into preoperative risk stratification. … (more)
- Is Part Of:
- Epilepsia. Volume 62:issue 5(2021)
- Journal:
- Epilepsia
- Issue:
- Volume 62:issue 5(2021)
- Issue Display:
- Volume 62, Issue 5 (2021)
- Year:
- 2021
- Volume:
- 62
- Issue:
- 5
- Issue Sort Value:
- 2021-0062-0005-0000
- Page Start:
- 1074
- Page End:
- 1084
- Publication Date:
- 2021-03-23
- Subjects:
- epilepsy surgery -- frontal lobe epilepsy -- frontal lobectomy -- outcomes -- volumetric analysis
Epilepsy -- Periodicals
616.853 - Journal URLs:
- http://www.blackwell-synergy.com/servlet/useragent?func=showIssues&code=epi ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/epi.16877 ↗
- Languages:
- English
- ISSNs:
- 0013-9580
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3793.700000
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British Library HMNTS - ELD Digital store - Ingest File:
- 24173.xml