Department of Neurosurgery, Saint Justine University Hospital Centre, Montreal, Quebec, Canada.
Neurology Centre of Toronto, Toronto, Ontario, Canada.
Epilepsia. 2021 May;62(5):1064-1073. doi: 10.1111/epi.16861. Epub 2021 Mar 13.
To develop and validate a model to predict seizure freedom in children undergoing cerebral hemispheric surgery for the treatment of drug-resistant epilepsy.
We analyzed 1267 hemispheric surgeries performed in pediatric participants across 32 centers and 12 countries to identify predictors of seizure freedom at 3 months after surgery. A multivariate logistic regression model was developed based on 70% of the dataset (training set) and validated on 30% of the dataset (validation set). Missing data were handled using multiple imputation techniques.
Overall, 817 of 1237 (66%) hemispheric surgeries led to seizure freedom (median follow-up = 24 months), and 1050 of 1237 (85%) were seizure-free at 12 months after surgery. A simple regression model containing age at seizure onset, presence of generalized seizure semiology, presence of contralateral 18-fluoro-2-deoxyglucose-positron emission tomography hypometabolism, etiologic substrate, and previous nonhemispheric resective surgery is predictive of seizure freedom (area under the curve = .72). A Hemispheric Surgery Outcome Prediction Scale (HOPS) score was devised that can be used to predict seizure freedom.
Children most likely to benefit from hemispheric surgery can be selected and counseled through the implementation of a scale derived from a multiple regression model. Importantly, children who are unlikely to experience seizure control can be spared from the complications and deficits associated with this surgery. The HOPS score is likely to help physicians in clinical decision-making.
开发并验证一种模型,以预测接受大脑半球手术治疗耐药性癫痫的儿童的无癫痫发作情况。
我们分析了来自 32 个中心和 12 个国家的 1267 名儿科参与者的大脑半球手术数据,以确定术后 3 个月无癫痫发作的预测因素。基于 70%的数据集(训练集)建立了多变量逻辑回归模型,并在 30%的数据集(验证集)上进行了验证。使用多重插补技术处理缺失数据。
总体而言,1237 例大脑半球手术中有 817 例(66%)导致无癫痫发作(中位数随访时间=24 个月),1237 例中有 1050 例(85%)在手术后 12 个月无癫痫发作。一个包含癫痫发作起始年龄、全身性癫痫半侧体征、对侧 18-氟-2-脱氧葡萄糖正电子发射断层扫描低代谢、病因学底物和先前非半球性切除术的简单回归模型是无癫痫发作的预测因素(曲线下面积=0.72)。设计了一种大脑半球手术结果预测量表(HOPS)评分,可用于预测无癫痫发作。
通过实施基于多元回归模型的量表,可以选择并为最有可能从大脑半球手术中受益的儿童提供咨询。重要的是,可以避免手术相关并发症和缺陷发生在那些不太可能控制癫痫发作的儿童身上。HOPS 评分可能有助于医生进行临床决策。